4. Ensambles (i): árboles de decisión

Técnicas avanzadas de predicción en negocios

Juan D. Montoro-Pons | 2025/26

Árboles de decisión: regresión

Árboles de decisión

 

  • Métodos basados en la estratificación/segmentación del espacio de predictores en regiones más pequeñas.

  • Utilizados en problemas de regresión y clasificación.

  • El conjunto de reglas de división utilizadas para segmentar el espacio de predictores se resume en una estructura de árbol.

  • Una predicción para una observación dada se realiza utilizando el valor medio o el valor modal de la respuesta de las observaciones de entrenamiento en la región a la que pertenece.

Ejemplo

Código
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeRegressor, plot_tree, export_text
import pandas as pd

url = "https://juandmontoro.github.io/bigDataEco/data/housing.csv"
data = pd.read_csv(url)

data = pd.get_dummies(data,dtype=int)
X = data.drop(columns=['median_house_value'])
y = data['median_house_value'] /1000 # expresamos el precio en miles de USD
X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,random_state=42)

regtree = DecisionTreeRegressor(max_depth=2,random_state=42)
regtree.fit(X_train,y_train);

plot_tree(regtree,feature_names=X_train.columns,filled=True,fontsize=9);

Código
tree_rules = export_text(regtree,feature_names=X.columns.tolist())
print(tree_rules)
|--- ocean_proximity_INLAND <= 0.50
|   |--- median_income <= 5.02
|   |   |--- value: [207.46]
|   |--- median_income >  5.02
|   |   |--- value: [317.48]
|--- ocean_proximity_INLAND >  0.50
|   |--- median_income <= 3.55
|   |   |--- value: [97.75]
|   |--- median_income >  3.55
|   |   |--- value: [164.40]

Construcción de un árbol de regresión

 

Divide el espacio de predictores en \(J\) regiones disjuntas: \(R_1, R_2, \ldots, R_J\). El objetivo es encontrar realizar particiones binarias del espacio de características de forma secuencial, minimizando la suma de cuadrados de los residuos (SSR).

  • Se utiliza división binaria recursiva: un enfoque de arriba hacia abajo y voraz (greedy) que en cada paso selecciona el predictor \(X_j\) y el punto de corte \(s\) que resulta en la mayor reducción del SSR.
    • Dado un nodo , el algoritmo busca la división que minimice \[\sum_{i\in izq}(y_i-\bar{y}_{izq})^2+\sum_{i\in dcha}(y_i-\bar{y}_{dcha})^2\]
    • El proceso de minimización es local (nada garantiza que el resultado final minimize el error cuadrático para la muestra de entrenamiento)
  • La división continúa hasta que se alcanza un criterio de parada (por ejemplo, ninguna región contiene más de \(n\) observaciones o se alcanza una cierta profundidad del árbol).
  • La predicción para una región \(\hat{y}_{R_j}\) es la media de las observaciones de entrenamiento \(y_{i\in R_j}\), es decir \(\bar{y}_{i\in R_j}\).

Sobreajuste

 

Código
regtree = DecisionTreeRegressor(random_state=42)
regtree.fit(X_train,y_train);
tree_rules = export_text(regtree,feature_names=X.columns.tolist())
print(tree_rules)
|--- ocean_proximity_INLAND <= 0.50
|   |--- median_income <= 5.02
|   |   |--- median_income <= 3.11
|   |   |   |--- median_income <= 2.51
|   |   |   |   |--- total_bedrooms <= 714.50
|   |   |   |   |   |--- longitude <= -123.04
|   |   |   |   |   |   |--- latitude <= 40.14
|   |   |   |   |   |   |   |--- housing_median_age <= 12.50
|   |   |   |   |   |   |   |   |--- value: [150.00]
|   |   |   |   |   |   |   |--- housing_median_age >  12.50
|   |   |   |   |   |   |   |   |--- total_rooms <= 2983.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 36.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 39.31
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- latitude >  39.31
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  36.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 40.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [70.00]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  40.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [69.80]
|   |   |   |   |   |   |   |   |--- total_rooms >  2983.00
|   |   |   |   |   |   |   |   |   |--- value: [149.30]
|   |   |   |   |   |   |--- latitude >  40.14
|   |   |   |   |   |   |   |--- total_rooms <= 627.50
|   |   |   |   |   |   |   |   |--- value: [153.10]
|   |   |   |   |   |   |   |--- total_rooms >  627.50
|   |   |   |   |   |   |   |   |--- longitude <= -123.94
|   |   |   |   |   |   |   |   |   |--- median_income <= 1.13
|   |   |   |   |   |   |   |   |   |   |--- value: [150.00]
|   |   |   |   |   |   |   |   |   |--- median_income >  1.13
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 1.96
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- median_income >  1.96
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |--- longitude >  -123.94
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 498.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -123.78
|   |   |   |   |   |   |   |   |   |   |   |--- value: [36.70]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -123.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  498.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2597.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2597.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |--- longitude >  -123.04
|   |   |   |   |   |   |--- latitude <= 34.03
|   |   |   |   |   |   |   |--- longitude <= -118.38
|   |   |   |   |   |   |   |   |--- longitude <= -118.49
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.99
|   |   |   |   |   |   |   |   |   |   |--- value: [350.00]
|   |   |   |   |   |   |   |   |   |--- latitude >  33.99
|   |   |   |   |   |   |   |   |   |   |--- households <= 316.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- households >  316.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- longitude >  -118.49
|   |   |   |   |   |   |   |   |   |--- households <= 261.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.01
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.01
|   |   |   |   |   |   |   |   |   |   |   |--- value: [184.40]
|   |   |   |   |   |   |   |   |   |--- households >  261.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 30.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  30.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- longitude >  -118.38
|   |   |   |   |   |   |   |   |--- median_income <= 2.11
|   |   |   |   |   |   |   |   |   |--- median_income <= 0.52
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 40.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  40.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [90.60]
|   |   |   |   |   |   |   |   |   |--- median_income >  0.52
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 20
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 29
|   |   |   |   |   |   |   |   |--- median_income >  2.11
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.88
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.15
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.15
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |   |--- latitude >  33.88
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.22
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.22
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |--- latitude >  34.03
|   |   |   |   |   |   |   |--- latitude <= 37.73
|   |   |   |   |   |   |   |   |--- population <= 298.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 19.50
|   |   |   |   |   |   |   |   |   |   |--- households <= 171.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- households >  171.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  19.50
|   |   |   |   |   |   |   |   |   |   |--- households <= 23.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- households >  23.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |--- population >  298.50
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.24
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.63
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.63
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.24
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.15
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.15
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |--- latitude >  37.73
|   |   |   |   |   |   |   |   |--- longitude <= -122.38
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.89
|   |   |   |   |   |   |   |   |   |   |--- population <= 784.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- population >  784.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |--- latitude >  37.89
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1023.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1023.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |--- longitude >  -122.38
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 80.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 232.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  232.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  80.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 145.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [325.00]
|   |   |   |   |   |   |   |   |   |   |--- population >  145.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 20
|   |   |   |   |--- total_bedrooms >  714.50
|   |   |   |   |   |--- latitude <= 34.01
|   |   |   |   |   |   |--- longitude <= -117.22
|   |   |   |   |   |   |   |--- latitude <= 33.20
|   |   |   |   |   |   |   |   |--- population <= 1717.00
|   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- population >  1717.00
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 1155.50
|   |   |   |   |   |   |   |   |   |   |--- value: [208.30]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  1155.50
|   |   |   |   |   |   |   |   |   |   |--- value: [173.80]
|   |   |   |   |   |   |   |--- latitude >  33.20
|   |   |   |   |   |   |   |   |--- housing_median_age <= 13.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 909.00
|   |   |   |   |   |   |   |   |   |   |--- value: [350.00]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  909.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.54
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.54
|   |   |   |   |   |   |   |   |   |   |   |--- value: [247.00]
|   |   |   |   |   |   |   |   |--- housing_median_age >  13.50
|   |   |   |   |   |   |   |   |   |--- households <= 704.00
|   |   |   |   |   |   |   |   |   |   |--- households <= 695.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- households >  695.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- households >  704.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |--- longitude >  -117.22
|   |   |   |   |   |   |   |--- total_rooms <= 2520.50
|   |   |   |   |   |   |   |   |--- median_income <= 1.48
|   |   |   |   |   |   |   |   |   |--- value: [325.00]
|   |   |   |   |   |   |   |   |--- median_income >  1.48
|   |   |   |   |   |   |   |   |   |--- value: [103.40]
|   |   |   |   |   |   |   |--- total_rooms >  2520.50
|   |   |   |   |   |   |   |   |--- latitude <= 32.89
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.13
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.77
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.77
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.13
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.02
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.02
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |--- latitude >  32.89
|   |   |   |   |   |   |   |   |   |--- population <= 2724.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.19
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.19
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- population >  2724.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 2915.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [136.30]
|   |   |   |   |   |   |   |   |   |   |--- population >  2915.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |--- latitude >  34.01
|   |   |   |   |   |   |--- median_income <= 0.92
|   |   |   |   |   |   |   |--- households <= 752.50
|   |   |   |   |   |   |   |   |--- total_rooms <= 1774.50
|   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- total_rooms >  1774.50
|   |   |   |   |   |   |   |   |   |--- value: [450.00]
|   |   |   |   |   |   |   |--- households >  752.50
|   |   |   |   |   |   |   |   |--- median_income <= 0.82
|   |   |   |   |   |   |   |   |   |--- value: [275.00]
|   |   |   |   |   |   |   |   |--- median_income >  0.82
|   |   |   |   |   |   |   |   |   |--- value: [150.00]
|   |   |   |   |   |   |--- median_income >  0.92
|   |   |   |   |   |   |   |--- latitude <= 37.90
|   |   |   |   |   |   |   |   |--- longitude <= -118.30
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.13
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.40
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.40
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 17
|   |   |   |   |   |   |   |   |   |--- latitude >  34.13
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.42
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.42
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |--- longitude >  -118.30
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 45.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1420.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [325.00]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1420.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  45.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.28
|   |   |   |   |   |   |   |   |   |   |   |--- value: [350.00]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.28
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- latitude >  37.90
|   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 2.10
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 38.03
|   |   |   |   |   |   |   |   |   |   |   |--- value: [37.90]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  38.03
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- median_income >  2.10
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.26
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.26
|   |   |   |   |   |   |   |   |   |   |   |--- value: [92.80]
|   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 36.50
|   |   |   |   |   |   |   |   |   |   |--- households <= 698.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [233.50]
|   |   |   |   |   |   |   |   |   |   |--- households >  698.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  36.50
|   |   |   |   |   |   |   |   |   |   |--- value: [98.70]
|   |   |   |--- median_income >  2.51
|   |   |   |   |--- longitude <= -118.31
|   |   |   |   |   |--- latitude <= 37.91
|   |   |   |   |   |   |--- longitude <= -122.34
|   |   |   |   |   |   |   |--- latitude <= 37.75
|   |   |   |   |   |   |   |   |--- longitude <= -122.38
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 20.00
|   |   |   |   |   |   |   |   |   |   |--- value: [87.50]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  20.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.62
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.62
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |--- longitude >  -122.38
|   |   |   |   |   |   |   |   |   |--- households <= 509.50
|   |   |   |   |   |   |   |   |   |   |--- value: [375.00]
|   |   |   |   |   |   |   |   |   |--- households >  509.50
|   |   |   |   |   |   |   |   |   |   |--- value: [457.70]
|   |   |   |   |   |   |   |--- latitude >  37.75
|   |   |   |   |   |   |   |   |--- longitude <= -122.42
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 21.50
|   |   |   |   |   |   |   |   |   |   |--- value: [140.40]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  21.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- longitude >  -122.42
|   |   |   |   |   |   |   |   |   |--- median_income <= 2.66
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.59
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.59
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- median_income >  2.66
|   |   |   |   |   |   |   |   |   |   |--- households <= 476.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- households >  476.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |--- longitude >  -122.34
|   |   |   |   |   |   |   |--- longitude <= -120.40
|   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |--- latitude <= 36.92
|   |   |   |   |   |   |   |   |   |   |--- population <= 1849.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- population >  1849.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |--- latitude >  36.92
|   |   |   |   |   |   |   |   |   |   |--- households <= 159.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- households >  159.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 17
|   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 402.50
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  402.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -120.61
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -120.61
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |--- longitude >  -120.40
|   |   |   |   |   |   |   |   |--- population <= 1738.50
|   |   |   |   |   |   |   |   |   |--- households <= 585.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.47
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.47
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |--- households >  585.50
|   |   |   |   |   |   |   |   |   |   |--- households <= 830.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- households >  830.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |--- population >  1738.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 868.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 2029.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- population >  2029.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  868.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 2032.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- population >  2032.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |--- latitude >  37.91
|   |   |   |   |   |   |--- latitude <= 38.93
|   |   |   |   |   |   |   |--- longitude <= -122.42
|   |   |   |   |   |   |   |   |--- latitude <= 38.15
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.98
|   |   |   |   |   |   |   |   |   |   |--- households <= 539.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [231.30]
|   |   |   |   |   |   |   |   |   |   |--- households >  539.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [287.50]
|   |   |   |   |   |   |   |   |   |--- latitude >  37.98
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 4973.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [350.80]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  4973.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [324.20]
|   |   |   |   |   |   |   |   |--- latitude >  38.15
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.67
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.59
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.59
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.67
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.52
|   |   |   |   |   |   |   |   |   |   |   |--- value: [145.50]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.52
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |--- longitude >  -122.42
|   |   |   |   |   |   |   |   |--- longitude <= -122.33
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1603.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 25.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [121.60]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  25.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1603.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 1078.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- population >  1078.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |--- longitude >  -122.33
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.94
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.31
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.31
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- latitude >  37.94
|   |   |   |   |   |   |   |   |   |   |--- population <= 289.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |   |   |--- population >  289.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |--- latitude >  38.93
|   |   |   |   |   |   |   |--- longitude <= -124.09
|   |   |   |   |   |   |   |   |--- median_income <= 3.03
|   |   |   |   |   |   |   |   |   |--- longitude <= -124.15
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.69
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.69
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- longitude >  -124.15
|   |   |   |   |   |   |   |   |   |   |--- households <= 465.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- households >  465.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- median_income >  3.03
|   |   |   |   |   |   |   |   |   |--- longitude <= -124.27
|   |   |   |   |   |   |   |   |   |   |--- value: [103.60]
|   |   |   |   |   |   |   |   |   |--- longitude >  -124.27
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 40.58
|   |   |   |   |   |   |   |   |   |   |   |--- value: [106.70]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  40.58
|   |   |   |   |   |   |   |   |   |   |   |--- value: [107.00]
|   |   |   |   |   |   |   |--- longitude >  -124.09
|   |   |   |   |   |   |   |   |--- housing_median_age <= 31.00
|   |   |   |   |   |   |   |   |   |--- latitude <= 39.02
|   |   |   |   |   |   |   |   |   |   |--- value: [95.80]
|   |   |   |   |   |   |   |   |   |--- latitude >  39.02
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -124.06
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -124.06
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |--- housing_median_age >  31.00
|   |   |   |   |   |   |   |   |   |--- latitude <= 39.95
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1733.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1733.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [76.90]
|   |   |   |   |   |   |   |   |   |--- latitude >  39.95
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.65
|   |   |   |   |   |   |   |   |   |   |   |--- value: [71.30]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.65
|   |   |   |   |   |   |   |   |   |   |   |--- value: [84.20]
|   |   |   |   |--- longitude >  -118.31
|   |   |   |   |   |--- longitude <= -117.15
|   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |--- latitude <= 34.07
|   |   |   |   |   |   |   |   |--- longitude <= -118.16
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.89
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.28
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.28
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |--- latitude >  33.89
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.24
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.24
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |--- longitude >  -118.16
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.62
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.24
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.24
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- latitude >  33.62
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 17
|   |   |   |   |   |   |   |--- latitude >  34.07
|   |   |   |   |   |   |   |   |--- longitude <= -118.24
|   |   |   |   |   |   |   |   |   |--- median_income <= 2.75
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- median_income >  2.75
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.22
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.22
|   |   |   |   |   |   |   |   |   |   |   |--- value: [161.50]
|   |   |   |   |   |   |   |   |--- longitude >  -118.24
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.06
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.16
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.16
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.06
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |--- housing_median_age <= 18.50
|   |   |   |   |   |   |   |   |--- housing_median_age <= 10.00
|   |   |   |   |   |   |   |   |   |--- latitude <= 32.97
|   |   |   |   |   |   |   |   |   |   |--- value: [204.20]
|   |   |   |   |   |   |   |   |   |--- latitude >  32.97
|   |   |   |   |   |   |   |   |   |   |--- value: [216.10]
|   |   |   |   |   |   |   |   |--- housing_median_age >  10.00
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 2390.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.76
|   |   |   |   |   |   |   |   |   |   |   |--- value: [67.50]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.76
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- total_rooms >  2390.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.18
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.18
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |--- housing_median_age >  18.50
|   |   |   |   |   |   |   |   |--- housing_median_age <= 35.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 48.00
|   |   |   |   |   |   |   |   |   |   |--- value: [350.00]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  48.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.92
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.92
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |--- housing_median_age >  35.50
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.17
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.17
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.17
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.17
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |--- longitude >  -117.15
|   |   |   |   |   |   |--- latitude <= 33.31
|   |   |   |   |   |   |   |--- housing_median_age <= 44.50
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 532.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 15.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.97
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.97
|   |   |   |   |   |   |   |   |   |   |   |--- value: [122.50]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  15.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |--- total_bedrooms >  532.00
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 2639.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.57
|   |   |   |   |   |   |   |   |   |   |   |--- value: [257.70]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.57
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- total_rooms >  2639.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 3301.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  3301.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |--- housing_median_age >  44.50
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 330.50
|   |   |   |   |   |   |   |   |   |--- population <= 673.50
|   |   |   |   |   |   |   |   |   |   |--- value: [190.30]
|   |   |   |   |   |   |   |   |   |--- population >  673.50
|   |   |   |   |   |   |   |   |   |   |--- value: [199.10]
|   |   |   |   |   |   |   |   |--- total_bedrooms >  330.50
|   |   |   |   |   |   |   |   |   |--- latitude <= 32.75
|   |   |   |   |   |   |   |   |   |   |--- value: [170.10]
|   |   |   |   |   |   |   |   |   |--- latitude >  32.75
|   |   |   |   |   |   |   |   |   |   |--- value: [168.80]
|   |   |   |   |   |   |--- latitude >  33.31
|   |   |   |   |   |   |   |--- value: [43.00]
|   |   |--- median_income >  3.11
|   |   |   |--- longitude <= -118.27
|   |   |   |   |--- latitude <= 37.93
|   |   |   |   |   |--- longitude <= -122.33
|   |   |   |   |   |   |--- latitude <= 37.76
|   |   |   |   |   |   |   |--- latitude <= 37.59
|   |   |   |   |   |   |   |   |--- median_income <= 3.49
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 29.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2934.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [285.40]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2934.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  29.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 1715.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- population >  1715.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- median_income >  3.49
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.40
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1270.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1270.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.40
|   |   |   |   |   |   |   |   |   |   |--- population <= 1024.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- population >  1024.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |--- latitude >  37.59
|   |   |   |   |   |   |   |   |--- latitude <= 37.74
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 3726.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 932.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 20
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  932.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- total_rooms >  3726.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.62
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.62
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |--- latitude >  37.74
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.42
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.48
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.48
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.42
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 4.35
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- median_income >  4.35
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |--- latitude >  37.76
|   |   |   |   |   |   |   |--- longitude <= -122.41
|   |   |   |   |   |   |   |   |--- longitude <= -122.48
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 425.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 4.25
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- median_income >  4.25
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  425.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 1048.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- population >  1048.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- longitude >  -122.48
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.78
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.44
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.44
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- latitude >  37.78
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.42
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.42
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |--- longitude >  -122.41
|   |   |   |   |   |   |   |   |--- total_rooms <= 4012.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 47.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 1363.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- population >  1363.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [275.00]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  47.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.78
|   |   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- total_rooms >  4012.50
|   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |--- longitude >  -122.33
|   |   |   |   |   |   |--- latitude <= 34.16
|   |   |   |   |   |   |   |--- longitude <= -118.37
|   |   |   |   |   |   |   |   |--- longitude <= -118.79
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.14
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -119.19
|   |   |   |   |   |   |   |   |   |   |   |--- value: [305.80]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -119.19
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- latitude >  34.14
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -119.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -119.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [233.20]
|   |   |   |   |   |   |   |   |--- longitude >  -118.79
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1657.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.19
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.19
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1657.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 2334.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15
|   |   |   |   |   |   |   |   |   |   |--- population >  2334.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |--- longitude >  -118.37
|   |   |   |   |   |   |   |   |--- latitude <= 34.06
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.89
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.31
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.31
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |--- latitude >  33.89
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.03
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.03
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |--- latitude >  34.06
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.16
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.37
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.37
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |--- latitude >  34.16
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.87
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.87
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |--- latitude >  34.16
|   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |--- median_income <= 4.19
|   |   |   |   |   |   |   |   |   |--- population <= 132.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 26.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [434.70]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  26.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- population >  132.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 643.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 18
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  643.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |--- median_income >  4.19
|   |   |   |   |   |   |   |   |   |--- longitude <= -121.88
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.49
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.49
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15
|   |   |   |   |   |   |   |   |   |--- longitude >  -121.88
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 612.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  612.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 18
|   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |--- longitude <= -122.19
|   |   |   |   |   |   |   |   |   |--- median_income <= 3.31
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.31
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.31
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- median_income >  3.31
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.22
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.22
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- longitude >  -122.19
|   |   |   |   |   |   |   |   |   |--- longitude <= -119.23
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -119.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 19
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -119.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |--- longitude >  -119.23
|   |   |   |   |   |   |   |   |   |   |--- households <= 25.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [52.50]
|   |   |   |   |   |   |   |   |   |   |--- households >  25.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |--- latitude >  37.93
|   |   |   |   |   |--- latitude <= 38.78
|   |   |   |   |   |   |--- longitude <= -122.38
|   |   |   |   |   |   |   |--- latitude <= 38.00
|   |   |   |   |   |   |   |   |--- housing_median_age <= 30.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 3.96
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.55
|   |   |   |   |   |   |   |   |   |   |   |--- value: [301.10]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.55
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- median_income >  3.96
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR BAY <= 0.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [246.60]
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR BAY >  0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- housing_median_age >  30.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 33.50
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  33.50
|   |   |   |   |   |   |   |   |   |   |--- households <= 720.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- households >  720.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |--- latitude >  38.00
|   |   |   |   |   |   |   |   |--- median_income <= 3.83
|   |   |   |   |   |   |   |   |   |--- latitude <= 38.32
|   |   |   |   |   |   |   |   |   |   |--- population <= 511.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [67.50]
|   |   |   |   |   |   |   |   |   |   |--- population >  511.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |--- latitude >  38.32
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -123.37
|   |   |   |   |   |   |   |   |   |   |   |--- value: [295.40]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -123.37
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |--- median_income >  3.83
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 248.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1070.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1070.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  248.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 4.13
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- median_income >  4.13
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |--- longitude >  -122.38
|   |   |   |   |   |   |   |--- median_income <= 4.34
|   |   |   |   |   |   |   |   |--- latitude <= 38.34
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 785.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 1783.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15
|   |   |   |   |   |   |   |   |   |   |--- population >  1783.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  785.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 18.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  18.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- latitude >  38.34
|   |   |   |   |   |   |   |   |   |--- value: [304.00]
|   |   |   |   |   |   |   |--- median_income >  4.34
|   |   |   |   |   |   |   |   |--- population <= 564.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.06
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.15
|   |   |   |   |   |   |   |   |   |   |   |--- value: [269.30]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.15
|   |   |   |   |   |   |   |   |   |   |   |--- value: [235.60]
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.06
|   |   |   |   |   |   |   |   |   |   |--- value: [197.10]
|   |   |   |   |   |   |   |   |--- population >  564.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 23.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 38.14
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- latitude >  38.14
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  23.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.96
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.96
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |--- latitude >  38.78
|   |   |   |   |   |   |--- latitude <= 39.40
|   |   |   |   |   |   |   |--- longitude <= -123.54
|   |   |   |   |   |   |   |   |--- latitude <= 39.35
|   |   |   |   |   |   |   |   |   |--- latitude <= 39.33
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 39.32
|   |   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  39.32
|   |   |   |   |   |   |   |   |   |   |   |--- value: [213.20]
|   |   |   |   |   |   |   |   |   |--- latitude >  39.33
|   |   |   |   |   |   |   |   |   |   |--- value: [277.00]
|   |   |   |   |   |   |   |   |--- latitude >  39.35
|   |   |   |   |   |   |   |   |   |--- value: [151.40]
|   |   |   |   |   |   |   |--- longitude >  -123.54
|   |   |   |   |   |   |   |   |--- housing_median_age <= 13.00
|   |   |   |   |   |   |   |   |   |--- median_income <= 3.40
|   |   |   |   |   |   |   |   |   |   |--- value: [90.80]
|   |   |   |   |   |   |   |   |   |--- median_income >  3.40
|   |   |   |   |   |   |   |   |   |   |--- value: [100.00]
|   |   |   |   |   |   |   |   |--- housing_median_age >  13.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 20.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -123.22
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -123.22
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  20.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 30.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  30.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |--- latitude >  39.40
|   |   |   |   |   |   |   |--- housing_median_age <= 50.50
|   |   |   |   |   |   |   |   |--- median_income <= 3.97
|   |   |   |   |   |   |   |   |   |--- longitude <= -124.11
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 18.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [109.40]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  18.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- longitude >  -124.11
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 348.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  348.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |--- median_income >  3.97
|   |   |   |   |   |   |   |   |   |--- median_income <= 4.53
|   |   |   |   |   |   |   |   |   |   |--- households <= 275.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [130.60]
|   |   |   |   |   |   |   |   |   |   |--- households >  275.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [133.90]
|   |   |   |   |   |   |   |   |   |--- median_income >  4.53
|   |   |   |   |   |   |   |   |   |   |--- value: [116.10]
|   |   |   |   |   |   |   |--- housing_median_age >  50.50
|   |   |   |   |   |   |   |   |--- latitude <= 40.64
|   |   |   |   |   |   |   |   |   |--- value: [55.00]
|   |   |   |   |   |   |   |   |--- latitude >  40.64
|   |   |   |   |   |   |   |   |   |--- value: [50.80]
|   |   |   |--- longitude >  -118.27
|   |   |   |   |--- longitude <= -117.16
|   |   |   |   |   |--- ocean_proximity_<1H OCEAN <= 0.50
|   |   |   |   |   |   |--- housing_median_age <= 34.50
|   |   |   |   |   |   |   |--- longitude <= -117.24
|   |   |   |   |   |   |   |   |--- latitude <= 33.02
|   |   |   |   |   |   |   |   |   |--- latitude <= 32.82
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.26
|   |   |   |   |   |   |   |   |   |   |   |--- value: [193.80]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.26
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- latitude >  32.82
|   |   |   |   |   |   |   |   |   |   |--- households <= 608.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- households >  608.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- latitude >  33.02
|   |   |   |   |   |   |   |   |   |--- households <= 304.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 19.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  19.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- households >  304.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 30.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  30.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |--- longitude >  -117.24
|   |   |   |   |   |   |   |   |--- latitude <= 32.70
|   |   |   |   |   |   |   |   |   |--- latitude <= 32.66
|   |   |   |   |   |   |   |   |   |   |--- value: [67.50]
|   |   |   |   |   |   |   |   |   |--- latitude >  32.66
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 4.02
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  4.02
|   |   |   |   |   |   |   |   |   |   |   |--- value: [334.60]
|   |   |   |   |   |   |   |   |--- latitude >  32.70
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.19
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.39
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.39
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.19
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 3982.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  3982.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [252.00]
|   |   |   |   |   |   |--- housing_median_age >  34.50
|   |   |   |   |   |   |   |--- latitude <= 33.77
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 297.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 38.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 239.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  239.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [235.10]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  38.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 257.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  257.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- total_bedrooms >  297.00
|   |   |   |   |   |   |   |   |   |--- latitude <= 32.64
|   |   |   |   |   |   |   |   |   |   |--- value: [147.80]
|   |   |   |   |   |   |   |   |   |--- latitude >  32.64
|   |   |   |   |   |   |   |   |   |   |--- population <= 891.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- population >  891.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |--- latitude >  33.77
|   |   |   |   |   |   |   |   |--- longitude <= -118.19
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.20
|   |   |   |   |   |   |   |   |   |   |--- households <= 241.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- households >  241.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.20
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2872.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2872.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [194.00]
|   |   |   |   |   |   |   |   |--- longitude >  -118.19
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 3435.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.83
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.83
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- total_rooms >  3435.00
|   |   |   |   |   |   |   |   |   |   |--- value: [425.50]
|   |   |   |   |   |--- ocean_proximity_<1H OCEAN >  0.50
|   |   |   |   |   |   |--- latitude <= 33.69
|   |   |   |   |   |   |   |--- housing_median_age <= 37.50
|   |   |   |   |   |   |   |   |--- longitude <= -117.72
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.52
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 1044.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  1044.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [454.10]
|   |   |   |   |   |   |   |   |   |--- latitude >  33.52
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 22.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  22.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |--- longitude >  -117.72
|   |   |   |   |   |   |   |   |   |--- population <= 487.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.37
|   |   |   |   |   |   |   |   |   |   |   |--- value: [77.10]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.37
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- population >  487.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.68
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.68
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |   |   |   |   |--- housing_median_age >  37.50
|   |   |   |   |   |   |   |   |--- population <= 802.00
|   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- population >  802.00
|   |   |   |   |   |   |   |   |   |--- households <= 394.00
|   |   |   |   |   |   |   |   |   |   |--- value: [326.10]
|   |   |   |   |   |   |   |   |   |--- households >  394.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.58
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.58
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |--- latitude >  33.69
|   |   |   |   |   |   |   |--- latitude <= 34.09
|   |   |   |   |   |   |   |   |--- population <= 46.00
|   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- population >  46.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.17
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.09
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.09
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.17
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 24
|   |   |   |   |   |   |   |--- latitude >  34.09
|   |   |   |   |   |   |   |   |--- median_income <= 4.67
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.55
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.55
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 3002.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  3002.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |--- median_income >  4.67
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 21.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2342.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [230.90]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2342.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [251.10]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  21.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.10
|   |   |   |   |   |   |   |   |   |   |   |--- value: [265.90]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |--- longitude >  -117.16
|   |   |   |   |   |--- latitude <= 33.18
|   |   |   |   |   |   |--- latitude <= 32.75
|   |   |   |   |   |   |   |--- median_income <= 4.01
|   |   |   |   |   |   |   |   |--- housing_median_age <= 48.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 19.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2990.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2990.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  19.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.67
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.67
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |--- housing_median_age >  48.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.12
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.65
|   |   |   |   |   |   |   |   |   |   |   |--- value: [213.10]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.65
|   |   |   |   |   |   |   |   |   |   |   |--- value: [185.30]
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.12
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.47
|   |   |   |   |   |   |   |   |   |   |   |--- value: [175.40]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.47
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- median_income >  4.01
|   |   |   |   |   |   |   |   |--- housing_median_age <= 8.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 4.39
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 5567.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [225.60]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  5567.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [247.80]
|   |   |   |   |   |   |   |   |   |--- median_income >  4.39
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.70
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.70
|   |   |   |   |   |   |   |   |   |   |   |--- value: [223.30]
|   |   |   |   |   |   |   |   |--- housing_median_age >  8.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 4.15
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 4.14
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- median_income >  4.14
|   |   |   |   |   |   |   |   |   |   |   |--- value: [303.90]
|   |   |   |   |   |   |   |   |   |--- median_income >  4.15
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |--- latitude >  32.75
|   |   |   |   |   |   |   |--- median_income <= 4.22
|   |   |   |   |   |   |   |   |--- median_income <= 3.53
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1428.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.14
|   |   |   |   |   |   |   |   |   |   |   |--- value: [147.70]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.14
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1428.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.81
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.81
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |--- median_income >  3.53
|   |   |   |   |   |   |   |   |   |--- latitude <= 32.76
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 3963.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  3963.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [178.10]
|   |   |   |   |   |   |   |   |   |--- latitude >  32.76
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 4224.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  4224.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |--- median_income >  4.22
|   |   |   |   |   |   |   |   |--- households <= 1960.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 45.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2366.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2366.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  45.00
|   |   |   |   |   |   |   |   |   |   |--- value: [300.00]
|   |   |   |   |   |   |   |   |--- households >  1960.00
|   |   |   |   |   |   |   |   |   |--- value: [353.00]
|   |   |   |   |   |--- latitude >  33.18
|   |   |   |   |   |   |--- housing_median_age <= 4.50
|   |   |   |   |   |   |   |--- population <= 6355.00
|   |   |   |   |   |   |   |   |--- housing_median_age <= 3.00
|   |   |   |   |   |   |   |   |   |--- value: [145.60]
|   |   |   |   |   |   |   |   |--- housing_median_age >  3.00
|   |   |   |   |   |   |   |   |   |--- value: [174.20]
|   |   |   |   |   |   |   |--- population >  6355.00
|   |   |   |   |   |   |   |   |--- total_rooms <= 26194.50
|   |   |   |   |   |   |   |   |   |--- value: [191.10]
|   |   |   |   |   |   |   |   |--- total_rooms >  26194.50
|   |   |   |   |   |   |   |   |   |--- value: [212.30]
|   |   |   |   |   |   |--- housing_median_age >  4.50
|   |   |   |   |   |   |   |--- housing_median_age <= 16.50
|   |   |   |   |   |   |   |   |--- latitude <= 33.42
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.04
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 4.94
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- median_income >  4.94
|   |   |   |   |   |   |   |   |   |   |   |--- value: [232.80]
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.04
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 887.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  887.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [254.10]
|   |   |   |   |   |   |   |   |--- latitude >  33.42
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.54
|   |   |   |   |   |   |   |   |   |   |--- value: [347.70]
|   |   |   |   |   |   |   |   |   |--- latitude >  33.54
|   |   |   |   |   |   |   |   |   |   |--- value: [307.60]
|   |   |   |   |   |   |   |--- housing_median_age >  16.50
|   |   |   |   |   |   |   |   |--- latitude <= 33.28
|   |   |   |   |   |   |   |   |   |--- value: [250.00]
|   |   |   |   |   |   |   |   |--- latitude >  33.28
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.38
|   |   |   |   |   |   |   |   |   |   |--- value: [168.80]
|   |   |   |   |   |   |   |   |   |--- latitude >  33.38
|   |   |   |   |   |   |   |   |   |   |--- value: [208.30]
|   |--- median_income >  5.02
|   |   |--- median_income <= 953.00
|   |   |   |--- median_income <= 6.88
|   |   |   |   |--- housing_median_age <= 36.50
|   |   |   |   |   |--- median_income <= 5.83
|   |   |   |   |   |   |--- longitude <= -118.06
|   |   |   |   |   |   |   |--- latitude <= 34.17
|   |   |   |   |   |   |   |   |--- longitude <= -118.37
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 16.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.92
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.92
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  16.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.41
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.41
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |--- longitude >  -118.37
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.75
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.73
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.73
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- latitude >  33.75
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.33
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.33
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |--- latitude >  34.17
|   |   |   |   |   |   |   |   |--- longitude <= -118.99
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 20.50
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 18
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  20.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 527.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- population >  527.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |--- longitude >  -118.99
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.35
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 526.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  526.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.35
|   |   |   |   |   |   |   |   |   |   |--- households <= 604.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- households >  604.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [219.90]
|   |   |   |   |   |   |--- longitude >  -118.06
|   |   |   |   |   |   |   |--- longitude <= -117.15
|   |   |   |   |   |   |   |   |--- latitude <= 33.66
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.76
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 470.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  470.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.76
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.56
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.56
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |--- latitude >  33.66
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 33.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.88
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.88
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  33.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.93
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.93
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |--- longitude >  -117.15
|   |   |   |   |   |   |   |   |--- total_rooms <= 3132.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 5.55
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |--- median_income >  5.55
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.06
|   |   |   |   |   |   |   |   |   |   |   |--- value: [278.00]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.06
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- total_rooms >  3132.50
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.06
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.11
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.11
|   |   |   |   |   |   |   |   |   |   |   |--- value: [222.40]
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.06
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.92
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.92
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |--- median_income >  5.83
|   |   |   |   |   |   |--- housing_median_age <= 26.50
|   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |--- longitude <= -118.03
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.16
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.29
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.29
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |--- latitude >  34.16
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.01
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.01
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 19
|   |   |   |   |   |   |   |   |--- longitude >  -118.03
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1785.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.89
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.89
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1785.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 1073.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- population >  1073.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 18
|   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 148.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 79.50
|   |   |   |   |   |   |   |   |   |   |--- value: [281.70]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  79.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.90
|   |   |   |   |   |   |   |   |   |   |   |--- value: [166.90]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.90
|   |   |   |   |   |   |   |   |   |   |   |--- value: [178.10]
|   |   |   |   |   |   |   |   |--- total_bedrooms >  148.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 5.86
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 673.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  673.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [308.80]
|   |   |   |   |   |   |   |   |   |--- median_income >  5.86
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.27
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.27
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |--- housing_median_age >  26.50
|   |   |   |   |   |   |   |--- median_income <= 6.32
|   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.69
|   |   |   |   |   |   |   |   |   |   |--- population <= 488.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- population >  488.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- latitude >  33.69
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.05
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.05
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.09
|   |   |   |   |   |   |   |   |   |   |--- value: [219.20]
|   |   |   |   |   |   |   |   |   |--- latitude >  33.09
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 3941.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  3941.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- median_income >  6.32
|   |   |   |   |   |   |   |   |--- longitude <= -117.12
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.68
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 6.61
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- median_income >  6.61
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- latitude >  33.68
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.78
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |--- longitude >  -117.12
|   |   |   |   |   |   |   |   |   |--- value: [189.10]
|   |   |   |   |--- housing_median_age >  36.50
|   |   |   |   |   |--- median_income <= 5.58
|   |   |   |   |   |   |--- total_bedrooms <= 469.50
|   |   |   |   |   |   |   |--- households <= 218.50
|   |   |   |   |   |   |   |   |--- longitude <= -118.35
|   |   |   |   |   |   |   |   |   |--- population <= 494.50
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- population >  494.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- longitude >  -118.35
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 382.00
|   |   |   |   |   |   |   |   |   |   |--- value: [111.70]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  382.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1151.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1151.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [142.00]
|   |   |   |   |   |   |   |--- households >  218.50
|   |   |   |   |   |   |   |   |--- population <= 745.50
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1580.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 5.25
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- median_income >  5.25
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1580.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.80
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.80
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |--- population >  745.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 5.20
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 258.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  258.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |--- median_income >  5.20
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 5.26
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- median_income >  5.26
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |--- total_bedrooms >  469.50
|   |   |   |   |   |   |   |--- population <= 1031.50
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 534.50
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 2206.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 5.07
|   |   |   |   |   |   |   |   |   |   |   |--- value: [435.00]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  5.07
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- total_rooms >  2206.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 493.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  493.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- total_bedrooms >  534.50
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.78
|   |   |   |   |   |   |   |   |   |   |--- value: [476.90]
|   |   |   |   |   |   |   |   |   |--- latitude >  37.78
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |--- population >  1031.50
|   |   |   |   |   |   |   |   |--- households <= 652.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 5.56
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2603.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [476.30]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2603.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |--- median_income >  5.56
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- households >  652.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 5.10
|   |   |   |   |   |   |   |   |   |   |--- value: [335.10]
|   |   |   |   |   |   |   |   |   |--- median_income >  5.10
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.04
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.04
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |--- median_income >  5.58
|   |   |   |   |   |   |--- population <= 167.50
|   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN <= 0.50
|   |   |   |   |   |   |   |   |--- value: [75.00]
|   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN >  0.50
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 42.00
|   |   |   |   |   |   |   |   |   |--- value: [187.50]
|   |   |   |   |   |   |   |   |--- total_bedrooms >  42.00
|   |   |   |   |   |   |   |   |   |--- value: [275.00]
|   |   |   |   |   |   |--- population >  167.50
|   |   |   |   |   |   |   |--- total_bedrooms <= 308.50
|   |   |   |   |   |   |   |   |--- housing_median_age <= 47.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 6.35
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.35
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.35
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- median_income >  6.35
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 39.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [294.40]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  39.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- housing_median_age >  47.50
|   |   |   |   |   |   |   |   |   |--- population <= 591.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 6.24
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- median_income >  6.24
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- population >  591.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 253.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  253.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |--- total_bedrooms >  308.50
|   |   |   |   |   |   |   |   |--- latitude <= 34.09
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 4307.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 6.77
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- median_income >  6.77
|   |   |   |   |   |   |   |   |   |   |   |--- value: [294.10]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  4307.50
|   |   |   |   |   |   |   |   |   |   |--- value: [281.60]
|   |   |   |   |   |   |   |   |--- latitude >  34.09
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.36
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.36
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 6.29
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- median_income >  6.29
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |--- median_income >  6.88
|   |   |   |   |--- median_income <= 7.82
|   |   |   |   |   |--- housing_median_age <= 25.50
|   |   |   |   |   |   |--- median_income <= 7.26
|   |   |   |   |   |   |   |--- households <= 76.50
|   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |--- households >  76.50
|   |   |   |   |   |   |   |   |--- longitude <= -117.95
|   |   |   |   |   |   |   |   |   |--- median_income <= 7.07
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 5223.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  5223.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |--- median_income >  7.07
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 35.81
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- latitude >  35.81
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- longitude >  -117.95
|   |   |   |   |   |   |   |   |   |--- population <= 537.50
|   |   |   |   |   |   |   |   |   |   |--- value: [493.30]
|   |   |   |   |   |   |   |   |   |--- population >  537.50
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |--- median_income >  7.26
|   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN <= 0.50
|   |   |   |   |   |   |   |   |--- housing_median_age <= 14.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 1660.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 670.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- population >  670.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  1660.50
|   |   |   |   |   |   |   |   |   |   |--- value: [450.40]
|   |   |   |   |   |   |   |   |--- housing_median_age >  14.50
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.90
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 17.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  17.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- latitude >  37.90
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 23.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  23.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [330.20]
|   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN >  0.50
|   |   |   |   |   |   |   |   |--- longitude <= -122.05
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 20.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 38.31
|   |   |   |   |   |   |   |   |   |   |   |--- value: [423.20]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  38.31
|   |   |   |   |   |   |   |   |   |   |   |--- value: [381.30]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  20.00
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- longitude >  -122.05
|   |   |   |   |   |   |   |   |   |--- median_income <= 7.58
|   |   |   |   |   |   |   |   |   |   |--- households <= 298.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- households >  298.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |--- median_income >  7.58
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1626.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1626.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |--- housing_median_age >  25.50
|   |   |   |   |   |   |--- latitude <= 37.66
|   |   |   |   |   |   |   |--- longitude <= -118.26
|   |   |   |   |   |   |   |   |--- housing_median_age <= 27.50
|   |   |   |   |   |   |   |   |   |--- population <= 1214.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 35.80
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  35.80
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- population >  1214.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.32
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.32
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- housing_median_age >  27.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 330.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 7.53
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- median_income >  7.53
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  330.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 381.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  381.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |--- longitude >  -118.26
|   |   |   |   |   |   |   |   |--- households <= 341.00
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.99
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.99
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 48.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  48.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- households >  341.00
|   |   |   |   |   |   |   |   |   |--- population <= 1405.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.77
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.77
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- population >  1405.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 645.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  645.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [441.90]
|   |   |   |   |   |   |--- latitude >  37.66
|   |   |   |   |   |   |   |--- longitude <= -122.35
|   |   |   |   |   |   |   |   |--- median_income <= 7.53
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 45.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 400.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [444.00]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  400.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [455.90]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  45.00
|   |   |   |   |   |   |   |   |   |   |--- households <= 533.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- households >  533.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- median_income >  7.53
|   |   |   |   |   |   |   |   |   |--- value: [316.70]
|   |   |   |   |   |   |   |--- longitude >  -122.35
|   |   |   |   |   |   |   |   |--- latitude <= 37.80
|   |   |   |   |   |   |   |   |   |--- households <= 161.50
|   |   |   |   |   |   |   |   |   |   |--- value: [329.80]
|   |   |   |   |   |   |   |   |   |--- households >  161.50
|   |   |   |   |   |   |   |   |   |   |--- value: [240.70]
|   |   |   |   |   |   |   |   |--- latitude >  37.80
|   |   |   |   |   |   |   |   |   |--- median_income <= 7.57
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 7.48
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- median_income >  7.48
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- median_income >  7.57
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.18
|   |   |   |   |   |   |   |   |   |   |   |--- value: [378.10]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.18
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |--- median_income >  7.82
|   |   |   |   |   |--- population <= 56.50
|   |   |   |   |   |   |--- population <= 27.00
|   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR BAY <= 0.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 21.00
|   |   |   |   |   |   |   |   |   |   |--- value: [350.00]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  21.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -120.19
|   |   |   |   |   |   |   |   |   |   |   |--- value: [400.00]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -120.19
|   |   |   |   |   |   |   |   |   |   |   |--- value: [375.00]
|   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR BAY >  0.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 2.50
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  2.50
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |--- value: [162.50]
|   |   |   |   |   |   |--- population >  27.00
|   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN <= 0.50
|   |   |   |   |   |   |   |   |--- latitude <= 37.69
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 73.00
|   |   |   |   |   |   |   |   |   |   |--- value: [275.00]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  73.00
|   |   |   |   |   |   |   |   |   |   |--- value: [281.00]
|   |   |   |   |   |   |   |   |--- latitude >  37.69
|   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN >  0.50
|   |   |   |   |   |   |   |   |--- latitude <= 35.62
|   |   |   |   |   |   |   |   |   |--- value: [112.50]
|   |   |   |   |   |   |   |   |--- latitude >  35.62
|   |   |   |   |   |   |   |   |   |--- value: [131.30]
|   |   |   |   |   |--- population >  56.50
|   |   |   |   |   |   |--- median_income <= 8.89
|   |   |   |   |   |   |   |--- housing_median_age <= 28.50
|   |   |   |   |   |   |   |   |--- longitude <= -118.08
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.14
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.86
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.86
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- latitude >  34.14
|   |   |   |   |   |   |   |   |   |   |--- population <= 329.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- population >  329.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |--- longitude >  -118.08
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 4728.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [406.30]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  4728.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- housing_median_age >  28.50
|   |   |   |   |   |   |   |   |--- latitude <= 37.81
|   |   |   |   |   |   |   |   |   |--- median_income <= 8.11
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.30
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.30
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- median_income >  8.11
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.38
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.38
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |--- latitude >  37.81
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.36
|   |   |   |   |   |   |   |   |   |   |--- population <= 1420.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- population >  1420.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.36
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.90
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.90
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |--- median_income >  8.89
|   |   |   |   |   |   |   |--- median_income <= 414.00
|   |   |   |   |   |   |   |   |--- total_rooms <= 182.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 40.50
|   |   |   |   |   |   |   |   |   |   |--- value: [182.50]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  40.50
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- total_rooms >  182.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.08
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.74
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.74
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.08
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 10.13
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- median_income >  10.13
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |--- median_income >  414.00
|   |   |   |   |   |   |   |   |--- longitude <= -117.69
|   |   |   |   |   |   |   |   |   |--- value: [350.00]
|   |   |   |   |   |   |   |   |--- longitude >  -117.69
|   |   |   |   |   |   |   |   |   |--- value: [275.00]
|   |   |--- median_income >  953.00
|   |   |   |--- median_income <= 5608.50
|   |   |   |   |--- median_income <= 2877.00
|   |   |   |   |   |--- median_income <= 2280.50
|   |   |   |   |   |   |--- households <= 1258.00
|   |   |   |   |   |   |   |--- longitude <= -123.19
|   |   |   |   |   |   |   |   |--- latitude <= 41.42
|   |   |   |   |   |   |   |   |   |--- latitude <= 40.17
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 504.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [84.40]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  504.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [82.40]
|   |   |   |   |   |   |   |   |   |--- latitude >  40.17
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -123.84
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -123.84
|   |   |   |   |   |   |   |   |   |   |   |--- value: [54.30]
|   |   |   |   |   |   |   |   |--- latitude >  41.42
|   |   |   |   |   |   |   |   |   |--- value: [122.40]
|   |   |   |   |   |   |   |--- longitude >  -123.19
|   |   |   |   |   |   |   |   |--- latitude <= 34.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 17.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  17.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.33
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.33
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |--- latitude >  34.00
|   |   |   |   |   |   |   |   |   |--- households <= 480.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.39
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.39
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |--- households >  480.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 46.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  46.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |--- households >  1258.00
|   |   |   |   |   |   |   |--- total_bedrooms <= 1635.00
|   |   |   |   |   |   |   |   |--- longitude <= -118.37
|   |   |   |   |   |   |   |   |   |--- value: [350.00]
|   |   |   |   |   |   |   |   |--- longitude >  -118.37
|   |   |   |   |   |   |   |   |   |--- value: [300.00]
|   |   |   |   |   |   |   |--- total_bedrooms >  1635.00
|   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 21.00
|   |   |   |   |   |   |   |   |   |   |--- value: [250.00]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  21.00
|   |   |   |   |   |   |   |   |   |   |--- value: [237.50]
|   |   |   |   |   |--- median_income >  2280.50
|   |   |   |   |   |   |--- latitude <= 37.72
|   |   |   |   |   |   |   |--- longitude <= -118.29
|   |   |   |   |   |   |   |   |--- latitude <= 34.16
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |--- value: [450.00]
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.39
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.39
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |--- latitude >  34.16
|   |   |   |   |   |   |   |   |   |--- population <= 820.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.07
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.07
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- population >  820.00
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |--- longitude >  -118.29
|   |   |   |   |   |   |   |   |--- longitude <= -117.12
|   |   |   |   |   |   |   |   |   |--- latitude <= 32.98
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1497.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [340.40]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1497.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- latitude >  32.98
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.77
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.77
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- longitude >  -117.12
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 33.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 13.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [88.30]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  13.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  33.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1285.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [86.50]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1285.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [98.90]
|   |   |   |   |   |   |--- latitude >  37.72
|   |   |   |   |   |   |   |--- median_income <= 2800.00
|   |   |   |   |   |   |   |   |--- longitude <= -122.26
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.90
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2780.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2780.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- latitude >  37.90
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2408.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2408.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |--- longitude >  -122.26
|   |   |   |   |   |   |   |   |   |--- population <= 2139.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 1158.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- population >  1158.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- population >  2139.50
|   |   |   |   |   |   |   |   |   |   |--- value: [82.40]
|   |   |   |   |   |   |   |--- median_income >  2800.00
|   |   |   |   |   |   |   |   |--- households <= 391.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.27
|   |   |   |   |   |   |   |   |   |   |--- value: [133.40]
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.27
|   |   |   |   |   |   |   |   |   |   |--- population <= 880.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [144.80]
|   |   |   |   |   |   |   |   |   |   |--- population >  880.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [143.80]
|   |   |   |   |   |   |   |   |--- households >  391.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 20.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2306.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [189.10]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2306.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [186.20]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  20.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.82
|   |   |   |   |   |   |   |   |   |   |   |--- value: [234.00]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.82
|   |   |   |   |   |   |   |   |   |   |   |--- value: [258.40]
|   |   |   |   |--- median_income >  2877.00
|   |   |   |   |   |--- longitude <= -118.28
|   |   |   |   |   |   |--- latitude <= 34.17
|   |   |   |   |   |   |   |--- longitude <= -118.38
|   |   |   |   |   |   |   |   |--- longitude <= -118.47
|   |   |   |   |   |   |   |   |   |--- population <= 2788.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 4733.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- median_income >  4733.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- population >  2788.00
|   |   |   |   |   |   |   |   |   |   |--- value: [243.80]
|   |   |   |   |   |   |   |   |--- longitude >  -118.47
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.93
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 17.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [336.40]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  17.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- latitude >  33.93
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.07
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.07
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |--- longitude >  -118.38
|   |   |   |   |   |   |   |   |--- latitude <= 34.05
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.86
|   |   |   |   |   |   |   |   |   |   |--- households <= 352.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- households >  352.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- latitude >  33.86
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3785.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3785.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- latitude >  34.05
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.33
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.34
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.34
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.33
|   |   |   |   |   |   |   |   |   |   |--- households <= 574.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- households >  574.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |--- latitude >  34.17
|   |   |   |   |   |   |   |--- latitude <= 37.99
|   |   |   |   |   |   |   |   |--- longitude <= -122.35
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 51.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  51.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.76
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.76
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |--- longitude >  -122.35
|   |   |   |   |   |   |   |   |   |--- median_income <= 3880.50
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- median_income >  3880.50
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |--- latitude >  37.99
|   |   |   |   |   |   |   |   |--- median_income <= 4050.00
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR BAY <= 0.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -123.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -123.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR BAY >  0.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 2862.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- population >  2862.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- median_income >  4050.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.51
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 657.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  657.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.51
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 34.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  34.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |--- longitude >  -118.28
|   |   |   |   |   |   |--- median_income <= 4531.00
|   |   |   |   |   |   |   |--- total_rooms <= 21.00
|   |   |   |   |   |   |   |   |--- value: [450.00]
|   |   |   |   |   |   |   |--- total_rooms >  21.00
|   |   |   |   |   |   |   |   |--- housing_median_age <= 4.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 3710.00
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- median_income >  3710.00
|   |   |   |   |   |   |   |   |   |   |--- value: [226.00]
|   |   |   |   |   |   |   |   |--- housing_median_age >  4.50
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.18
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.18
|   |   |   |   |   |   |   |   |   |   |   |--- value: [331.30]
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.25
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.25
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |--- median_income >  4531.00
|   |   |   |   |   |   |   |--- longitude <= -117.17
|   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 5189.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.06
|   |   |   |   |   |   |   |   |   |   |   |--- value: [495.50]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.06
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- median_income >  5189.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.81
|   |   |   |   |   |   |   |   |   |   |   |--- value: [408.50]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.81
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- ocean_proximity_<1H OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |--- households <= 47.50
|   |   |   |   |   |   |   |   |   |   |--- value: [447.40]
|   |   |   |   |   |   |   |   |   |--- households >  47.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 43.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  43.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |--- longitude >  -117.17
|   |   |   |   |   |   |   |   |--- population <= 1086.00
|   |   |   |   |   |   |   |   |   |--- median_income <= 5406.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- median_income >  5406.50
|   |   |   |   |   |   |   |   |   |   |--- value: [240.90]
|   |   |   |   |   |   |   |   |--- population >  1086.00
|   |   |   |   |   |   |   |   |   |--- latitude <= 32.78
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [266.90]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [273.50]
|   |   |   |   |   |   |   |   |   |--- latitude >  32.78
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.09
|   |   |   |   |   |   |   |   |   |   |   |--- value: [263.70]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.09
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |--- median_income >  5608.50
|   |   |   |   |--- median_income <= 8434.50
|   |   |   |   |   |--- housing_median_age <= 26.50
|   |   |   |   |   |   |--- median_income <= 6311.00
|   |   |   |   |   |   |   |--- population <= 1222.00
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 380.50
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1700.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -120.32
|   |   |   |   |   |   |   |   |   |   |   |--- value: [201.80]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -120.32
|   |   |   |   |   |   |   |   |   |   |   |--- value: [193.80]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1700.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 787.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [417.00]
|   |   |   |   |   |   |   |   |   |   |--- population >  787.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |--- total_bedrooms >  380.50
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.61
|   |   |   |   |   |   |   |   |   |   |--- value: [315.50]
|   |   |   |   |   |   |   |   |   |--- latitude >  33.61
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 5741.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  5741.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |--- population >  1222.00
|   |   |   |   |   |   |   |   |--- median_income <= 5684.50
|   |   |   |   |   |   |   |   |   |--- longitude <= -120.27
|   |   |   |   |   |   |   |   |   |   |--- value: [223.30]
|   |   |   |   |   |   |   |   |   |--- longitude >  -120.27
|   |   |   |   |   |   |   |   |   |   |--- value: [225.80]
|   |   |   |   |   |   |   |   |--- median_income >  5684.50
|   |   |   |   |   |   |   |   |   |--- population <= 2382.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 21.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  21.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- population >  2382.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 5729.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [320.80]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  5729.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |--- median_income >  6311.00
|   |   |   |   |   |   |   |--- latitude <= 33.50
|   |   |   |   |   |   |   |   |--- latitude <= 32.95
|   |   |   |   |   |   |   |   |   |--- median_income <= 7983.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 4208.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [330.60]
|   |   |   |   |   |   |   |   |   |   |--- population >  4208.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [322.50]
|   |   |   |   |   |   |   |   |   |--- median_income >  7983.50
|   |   |   |   |   |   |   |   |   |   |--- value: [363.60]
|   |   |   |   |   |   |   |   |--- latitude >  32.95
|   |   |   |   |   |   |   |   |   |--- households <= 651.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 406.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [250.00]
|   |   |   |   |   |   |   |   |   |   |--- population >  406.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- households >  651.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 3645.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [285.20]
|   |   |   |   |   |   |   |   |   |   |--- population >  3645.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [296.20]
|   |   |   |   |   |   |   |--- latitude >  33.50
|   |   |   |   |   |   |   |   |--- latitude <= 33.52
|   |   |   |   |   |   |   |   |   |--- median_income <= 6351.00
|   |   |   |   |   |   |   |   |   |   |--- value: [480.80]
|   |   |   |   |   |   |   |   |   |--- median_income >  6351.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 831.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |   |--- population >  831.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- latitude >  33.52
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN <= 0.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.11
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.11
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |--- ocean_proximity_NEAR OCEAN >  0.50
|   |   |   |   |   |   |   |   |   |   |--- households <= 807.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- households >  807.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [409.30]
|   |   |   |   |   |--- housing_median_age >  26.50
|   |   |   |   |   |   |--- median_income <= 6413.50
|   |   |   |   |   |   |   |--- households <= 355.00
|   |   |   |   |   |   |   |   |--- housing_median_age <= 42.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 158.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 35.77
|   |   |   |   |   |   |   |   |   |   |   |--- value: [497.60]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  35.77
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  158.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 246.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  246.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |--- housing_median_age >  42.50
|   |   |   |   |   |   |   |   |   |--- households <= 265.50
|   |   |   |   |   |   |   |   |   |   |--- households <= 245.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- households >  245.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [267.90]
|   |   |   |   |   |   |   |   |   |--- households >  265.50
|   |   |   |   |   |   |   |   |   |   |--- value: [457.40]
|   |   |   |   |   |   |   |--- households >  355.00
|   |   |   |   |   |   |   |   |--- longitude <= -120.81
|   |   |   |   |   |   |   |   |   |--- median_income <= 5763.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 1242.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [302.10]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  1242.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [285.60]
|   |   |   |   |   |   |   |   |   |--- median_income >  5763.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 1407.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- population >  1407.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- longitude >  -120.81
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 448.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 35.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  35.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  448.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 5617.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [456.60]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  5617.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |--- median_income >  6413.50
|   |   |   |   |   |   |   |--- housing_median_age <= 32.50
|   |   |   |   |   |   |   |   |--- households <= 261.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.15
|   |   |   |   |   |   |   |   |   |   |--- value: [401.00]
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.15
|   |   |   |   |   |   |   |   |   |   |--- population <= 668.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- population >  668.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [332.50]
|   |   |   |   |   |   |   |   |--- households >  261.00
|   |   |   |   |   |   |   |   |   |--- households <= 338.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 29.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [498.80]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  29.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [492.50]
|   |   |   |   |   |   |   |   |   |--- households >  338.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 596.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  596.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |--- housing_median_age >  32.50
|   |   |   |   |   |   |   |   |--- total_rooms <= 2156.00
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1037.50
|   |   |   |   |   |   |   |   |   |   |--- value: [383.90]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1037.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 221.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [467.60]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  221.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |--- total_rooms >  2156.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 46.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.07
|   |   |   |   |   |   |   |   |   |   |   |--- value: [372.00]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.07
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  46.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2727.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2727.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |--- median_income >  8434.50
|   |   |   |   |   |--- longitude <= -117.86
|   |   |   |   |   |   |--- longitude <= -122.55
|   |   |   |   |   |   |   |--- value: [463.50]
|   |   |   |   |   |   |--- longitude >  -122.55
|   |   |   |   |   |   |   |--- median_income <= 8480.00
|   |   |   |   |   |   |   |   |--- value: [472.10]
|   |   |   |   |   |   |   |--- median_income >  8480.00
|   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |--- longitude >  -117.86
|   |   |   |   |   |   |--- longitude <= -117.67
|   |   |   |   |   |   |   |--- population <= 594.50
|   |   |   |   |   |   |   |   |--- value: [388.70]
|   |   |   |   |   |   |   |--- population >  594.50
|   |   |   |   |   |   |   |   |--- value: [397.70]
|   |   |   |   |   |   |--- longitude >  -117.67
|   |   |   |   |   |   |   |--- median_income <= 9477.00
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 425.50
|   |   |   |   |   |   |   |   |   |--- value: [459.60]
|   |   |   |   |   |   |   |   |--- total_bedrooms >  425.50
|   |   |   |   |   |   |   |   |   |--- value: [436.60]
|   |   |   |   |   |   |   |--- median_income >  9477.00
|   |   |   |   |   |   |   |   |--- value: [500.00]
|--- ocean_proximity_INLAND >  0.50
|   |--- median_income <= 3.55
|   |   |--- median_income <= 2.42
|   |   |   |--- latitude <= 37.32
|   |   |   |   |--- latitude <= 34.80
|   |   |   |   |   |--- longitude <= -117.42
|   |   |   |   |   |   |--- population <= 254.50
|   |   |   |   |   |   |   |--- total_rooms <= 176.00
|   |   |   |   |   |   |   |   |--- housing_median_age <= 43.00
|   |   |   |   |   |   |   |   |   |--- value: [137.50]
|   |   |   |   |   |   |   |   |--- housing_median_age >  43.00
|   |   |   |   |   |   |   |   |   |--- value: [112.50]
|   |   |   |   |   |   |   |--- total_rooms >  176.00
|   |   |   |   |   |   |   |   |--- housing_median_age <= 41.00
|   |   |   |   |   |   |   |   |   |--- value: [226.00]
|   |   |   |   |   |   |   |   |--- housing_median_age >  41.00
|   |   |   |   |   |   |   |   |   |--- value: [237.50]
|   |   |   |   |   |   |--- population >  254.50
|   |   |   |   |   |   |   |--- median_income <= 2.19
|   |   |   |   |   |   |   |   |--- median_income <= 1.09
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 281.00
|   |   |   |   |   |   |   |   |   |   |--- value: [116.10]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  281.00
|   |   |   |   |   |   |   |   |   |   |--- value: [178.10]
|   |   |   |   |   |   |   |   |--- median_income >  1.09
|   |   |   |   |   |   |   |   |   |--- households <= 575.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 8.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [137.50]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  8.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |--- households >  575.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 1.84
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- median_income >  1.84
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |--- median_income >  2.19
|   |   |   |   |   |   |   |   |--- longitude <= -117.90
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 35.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 28.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  28.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [94.50]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  35.00
|   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |--- longitude >  -117.90
|   |   |   |   |   |   |   |   |   |--- population <= 404.00
|   |   |   |   |   |   |   |   |   |   |--- value: [191.70]
|   |   |   |   |   |   |   |   |   |--- population >  404.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.25
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.25
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |--- longitude >  -117.42
|   |   |   |   |   |   |--- longitude <= -116.34
|   |   |   |   |   |   |   |--- latitude <= 33.71
|   |   |   |   |   |   |   |   |--- latitude <= 33.68
|   |   |   |   |   |   |   |   |   |--- median_income <= 1.65
|   |   |   |   |   |   |   |   |   |   |--- value: [221.90]
|   |   |   |   |   |   |   |   |   |--- median_income >  1.65
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 202.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [93.80]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  202.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |--- latitude >  33.68
|   |   |   |   |   |   |   |   |   |--- value: [248.10]
|   |   |   |   |   |   |   |--- latitude >  33.71
|   |   |   |   |   |   |   |   |--- latitude <= 34.06
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.01
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 14.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  14.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.01
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.85
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.85
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |--- latitude >  34.06
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 27.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -116.91
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -116.91
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  27.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 367.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- population >  367.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |--- longitude >  -116.34
|   |   |   |   |   |   |   |--- total_rooms <= 98.00
|   |   |   |   |   |   |   |   |--- population <= 46.50
|   |   |   |   |   |   |   |   |   |--- value: [27.50]
|   |   |   |   |   |   |   |   |--- population >  46.50
|   |   |   |   |   |   |   |   |   |--- value: [25.00]
|   |   |   |   |   |   |   |--- total_rooms >  98.00
|   |   |   |   |   |   |   |   |--- median_income <= 1.48
|   |   |   |   |   |   |   |   |   |--- population <= 925.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -116.03
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -116.03
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- population >  925.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 24.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  24.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [84.70]
|   |   |   |   |   |   |   |   |--- median_income >  1.48
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 2693.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 41.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  41.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [93.80]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  2693.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 21.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  21.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |--- latitude >  34.80
|   |   |   |   |   |--- longitude <= -121.01
|   |   |   |   |   |   |--- households <= 249.50
|   |   |   |   |   |   |   |--- value: [112.50]
|   |   |   |   |   |   |--- households >  249.50
|   |   |   |   |   |   |   |--- housing_median_age <= 40.00
|   |   |   |   |   |   |   |   |--- value: [145.40]
|   |   |   |   |   |   |   |--- housing_median_age >  40.00
|   |   |   |   |   |   |   |   |--- value: [170.30]
|   |   |   |   |   |--- longitude >  -121.01
|   |   |   |   |   |   |--- median_income <= 1.92
|   |   |   |   |   |   |   |--- population <= 271.00
|   |   |   |   |   |   |   |   |--- population <= 188.00
|   |   |   |   |   |   |   |   |   |--- median_income <= 1.39
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -119.03
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -119.03
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- median_income >  1.39
|   |   |   |   |   |   |   |   |   |   |--- value: [90.00]
|   |   |   |   |   |   |   |   |--- population >  188.00
|   |   |   |   |   |   |   |   |   |--- latitude <= 35.68
|   |   |   |   |   |   |   |   |   |   |--- value: [150.00]
|   |   |   |   |   |   |   |   |   |--- latitude >  35.68
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 24.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [100.00]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  24.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [120.80]
|   |   |   |   |   |   |   |--- population >  271.00
|   |   |   |   |   |   |   |   |--- housing_median_age <= 20.50
|   |   |   |   |   |   |   |   |   |--- population <= 848.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.27
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.27
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- population >  848.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 3133.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  3133.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- housing_median_age >  20.50
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.02
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 0.76
|   |   |   |   |   |   |   |   |   |   |   |--- value: [89.50]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  0.76
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 19
|   |   |   |   |   |   |   |   |   |--- latitude >  37.02
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1661.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1661.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |--- median_income >  1.92
|   |   |   |   |   |   |   |--- population <= 425.00
|   |   |   |   |   |   |   |   |--- housing_median_age <= 40.50
|   |   |   |   |   |   |   |   |   |--- population <= 359.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -119.41
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -119.41
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- population >  359.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 590.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [92.50]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  590.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [87.50]
|   |   |   |   |   |   |   |   |--- housing_median_age >  40.50
|   |   |   |   |   |   |   |   |   |--- latitude <= 35.38
|   |   |   |   |   |   |   |   |   |   |--- value: [55.50]
|   |   |   |   |   |   |   |   |   |--- latitude >  35.38
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 66.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [72.50]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  66.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- population >  425.00
|   |   |   |   |   |   |   |   |--- total_rooms <= 842.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.07
|   |   |   |   |   |   |   |   |   |   |--- households <= 136.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- households >  136.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.07
|   |   |   |   |   |   |   |   |   |   |--- value: [15.00]
|   |   |   |   |   |   |   |   |--- total_rooms >  842.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 26.50
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1519.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1519.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  26.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 174.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [112.50]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  174.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |--- latitude >  37.32
|   |   |   |   |--- latitude <= 39.35
|   |   |   |   |   |--- housing_median_age <= 18.50
|   |   |   |   |   |   |--- housing_median_age <= 7.50
|   |   |   |   |   |   |   |--- longitude <= -121.65
|   |   |   |   |   |   |   |   |--- latitude <= 38.10
|   |   |   |   |   |   |   |   |   |--- value: [231.30]
|   |   |   |   |   |   |   |   |--- latitude >  38.10
|   |   |   |   |   |   |   |   |   |--- value: [310.00]
|   |   |   |   |   |   |   |--- longitude >  -121.65
|   |   |   |   |   |   |   |   |--- median_income <= 1.49
|   |   |   |   |   |   |   |   |   |--- value: [162.50]
|   |   |   |   |   |   |   |   |--- median_income >  1.49
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 4359.00
|   |   |   |   |   |   |   |   |   |   |--- value: [127.50]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  4359.00
|   |   |   |   |   |   |   |   |   |   |--- value: [116.60]
|   |   |   |   |   |   |--- housing_median_age >  7.50
|   |   |   |   |   |   |   |--- latitude <= 38.87
|   |   |   |   |   |   |   |   |--- longitude <= -122.15
|   |   |   |   |   |   |   |   |   |--- latitude <= 38.55
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 441.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [184.40]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  441.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [201.20]
|   |   |   |   |   |   |   |   |   |--- latitude >  38.55
|   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |--- longitude >  -122.15
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.52
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -119.86
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -119.86
|   |   |   |   |   |   |   |   |   |   |   |--- value: [122.30]
|   |   |   |   |   |   |   |   |   |--- latitude >  37.52
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 9.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  9.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 17
|   |   |   |   |   |   |   |--- latitude >  38.87
|   |   |   |   |   |   |   |   |--- median_income <= 2.34
|   |   |   |   |   |   |   |   |   |--- latitude <= 39.17
|   |   |   |   |   |   |   |   |   |   |--- population <= 203.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- population >  203.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |--- latitude >  39.17
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.14
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.14
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- median_income >  2.34
|   |   |   |   |   |   |   |   |   |--- longitude <= -121.32
|   |   |   |   |   |   |   |   |   |   |--- households <= 530.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [134.70]
|   |   |   |   |   |   |   |   |   |   |--- households >  530.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [114.80]
|   |   |   |   |   |   |   |   |   |--- longitude >  -121.32
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 39.18
|   |   |   |   |   |   |   |   |   |   |   |--- value: [166.80]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  39.18
|   |   |   |   |   |   |   |   |   |   |   |--- value: [155.70]
|   |   |   |   |   |--- housing_median_age >  18.50
|   |   |   |   |   |   |--- longitude <= -121.22
|   |   |   |   |   |   |   |--- longitude <= -121.28
|   |   |   |   |   |   |   |   |--- latitude <= 38.89
|   |   |   |   |   |   |   |   |   |--- longitude <= -121.57
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.62
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.62
|   |   |   |   |   |   |   |   |   |   |   |--- value: [258.30]
|   |   |   |   |   |   |   |   |   |--- longitude >  -121.57
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.41
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.41
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |--- latitude >  38.89
|   |   |   |   |   |   |   |   |   |--- median_income <= 1.47
|   |   |   |   |   |   |   |   |   |   |--- population <= 1098.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- population >  1098.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |   |--- median_income >  1.47
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 1.96
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- median_income >  1.96
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |--- longitude >  -121.28
|   |   |   |   |   |   |   |   |--- latitude <= 37.99
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.89
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.24
|   |   |   |   |   |   |   |   |   |   |   |--- value: [83.60]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.24
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- latitude >  37.89
|   |   |   |   |   |   |   |   |   |   |--- population <= 383.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- population >  383.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |--- latitude >  37.99
|   |   |   |   |   |   |   |   |   |--- population <= 853.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 494.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- population >  494.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [155.00]
|   |   |   |   |   |   |   |   |   |--- population >  853.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.27
|   |   |   |   |   |   |   |   |   |   |   |--- value: [101.90]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.27
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |--- longitude >  -121.22
|   |   |   |   |   |   |   |--- population <= 279.00
|   |   |   |   |   |   |   |   |--- median_income <= 2.05
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 44.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 39.16
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  39.16
|   |   |   |   |   |   |   |   |   |   |   |--- value: [143.80]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  44.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 82.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  82.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [101.80]
|   |   |   |   |   |   |   |   |--- median_income >  2.05
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.68
|   |   |   |   |   |   |   |   |   |   |--- households <= 68.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |   |   |--- households >  68.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [250.00]
|   |   |   |   |   |   |   |   |   |--- latitude >  37.68
|   |   |   |   |   |   |   |   |   |   |--- households <= 41.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [175.00]
|   |   |   |   |   |   |   |   |   |   |--- households >  41.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [162.50]
|   |   |   |   |   |   |   |--- population >  279.00
|   |   |   |   |   |   |   |   |--- latitude <= 39.24
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.64
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -119.74
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -119.74
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- latitude >  37.64
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 155.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  155.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |--- latitude >  39.24
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 359.50
|   |   |   |   |   |   |   |   |   |   |--- value: [155.40]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  359.50
|   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |--- latitude >  39.35
|   |   |   |   |   |--- housing_median_age <= 18.50
|   |   |   |   |   |   |--- total_bedrooms <= 75.50
|   |   |   |   |   |   |   |--- population <= 115.00
|   |   |   |   |   |   |   |   |--- value: [15.00]
|   |   |   |   |   |   |   |--- population >  115.00
|   |   |   |   |   |   |   |   |--- value: [42.50]
|   |   |   |   |   |   |--- total_bedrooms >  75.50
|   |   |   |   |   |   |   |--- households <= 2272.50
|   |   |   |   |   |   |   |   |--- latitude <= 41.49
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 872.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 138.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  138.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- total_rooms >  872.00
|   |   |   |   |   |   |   |   |   |   |--- households <= 202.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- households >  202.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |   |   |   |   |   |--- latitude >  41.49
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.44
|   |   |   |   |   |   |   |   |   |   |--- households <= 528.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [53.50]
|   |   |   |   |   |   |   |   |   |   |--- households >  528.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.44
|   |   |   |   |   |   |   |   |   |   |--- value: [61.40]
|   |   |   |   |   |   |   |--- households >  2272.50
|   |   |   |   |   |   |   |   |--- value: [153.10]
|   |   |   |   |   |--- housing_median_age >  18.50
|   |   |   |   |   |   |--- latitude <= 40.95
|   |   |   |   |   |   |   |--- total_bedrooms <= 103.50
|   |   |   |   |   |   |   |   |--- total_rooms <= 482.00
|   |   |   |   |   |   |   |   |   |--- value: [53.00]
|   |   |   |   |   |   |   |   |--- total_rooms >  482.00
|   |   |   |   |   |   |   |   |   |--- value: [200.00]
|   |   |   |   |   |   |   |--- total_bedrooms >  103.50
|   |   |   |   |   |   |   |   |--- latitude <= 39.52
|   |   |   |   |   |   |   |   |   |--- longitude <= -121.58
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.32
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.32
|   |   |   |   |   |   |   |   |   |   |   |--- value: [85.50]
|   |   |   |   |   |   |   |   |   |--- longitude >  -121.58
|   |   |   |   |   |   |   |   |   |   |--- households <= 313.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- households >  313.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- latitude >  39.52
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 24.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 39.91
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- latitude >  39.91
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  24.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 51.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  51.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |--- latitude >  40.95
|   |   |   |   |   |   |   |--- longitude <= -122.01
|   |   |   |   |   |   |   |   |--- households <= 350.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 24.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 279.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [80.10]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  279.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [70.10]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  24.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 1.46
|   |   |   |   |   |   |   |   |   |   |   |--- value: [71.90]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  1.46
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |--- households >  350.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 574.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 1132.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- population >  1132.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [46.20]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  574.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 41.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- latitude >  41.72
|   |   |   |   |   |   |   |   |   |   |   |--- value: [71.20]
|   |   |   |   |   |   |   |--- longitude >  -122.01
|   |   |   |   |   |   |   |   |--- latitude <= 41.58
|   |   |   |   |   |   |   |   |   |--- latitude <= 41.24
|   |   |   |   |   |   |   |   |   |   |--- value: [40.00]
|   |   |   |   |   |   |   |   |   |--- latitude >  41.24
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 26.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [34.60]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  26.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [34.20]
|   |   |   |   |   |   |   |   |--- latitude >  41.58
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 25.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 21.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [47.50]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  21.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [47.90]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  25.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 34.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [44.00]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  34.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |--- median_income >  2.42
|   |   |   |--- total_rooms <= 52.50
|   |   |   |   |--- value: [500.00]
|   |   |   |--- total_rooms >  52.50
|   |   |   |   |--- median_income <= 3.07
|   |   |   |   |   |--- latitude <= 34.21
|   |   |   |   |   |   |--- longitude <= -118.00
|   |   |   |   |   |   |   |--- latitude <= 34.09
|   |   |   |   |   |   |   |   |--- median_income <= 2.95
|   |   |   |   |   |   |   |   |   |--- median_income <= 2.71
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.53
|   |   |   |   |   |   |   |   |   |   |   |--- value: [169.60]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.53
|   |   |   |   |   |   |   |   |   |   |   |--- value: [175.90]
|   |   |   |   |   |   |   |   |   |--- median_income >  2.71
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 30.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  30.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [186.00]
|   |   |   |   |   |   |   |   |--- median_income >  2.95
|   |   |   |   |   |   |   |   |   |--- value: [162.80]
|   |   |   |   |   |   |   |--- latitude >  34.09
|   |   |   |   |   |   |   |   |--- housing_median_age <= 31.00
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.12
|   |   |   |   |   |   |   |   |   |   |--- value: [201.70]
|   |   |   |   |   |   |   |   |   |--- latitude >  34.12
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 17.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [177.50]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  17.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [161.70]
|   |   |   |   |   |   |   |   |--- housing_median_age >  31.00
|   |   |   |   |   |   |   |   |   |--- median_income <= 2.93
|   |   |   |   |   |   |   |   |   |   |--- households <= 264.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [252.80]
|   |   |   |   |   |   |   |   |   |   |--- households >  264.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- median_income >  2.93
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 546.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [222.60]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  546.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [233.10]
|   |   |   |   |   |   |--- longitude >  -118.00
|   |   |   |   |   |   |   |--- longitude <= -117.59
|   |   |   |   |   |   |   |   |--- latitude <= 33.99
|   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |--- latitude >  33.99
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.14
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.66
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.66
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |--- latitude >  34.14
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.92
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.92
|   |   |   |   |   |   |   |   |   |   |   |--- value: [209.20]
|   |   |   |   |   |   |   |--- longitude >  -117.59
|   |   |   |   |   |   |   |   |--- latitude <= 33.90
|   |   |   |   |   |   |   |   |   |--- longitude <= -116.24
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.01
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.01
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- longitude >  -116.24
|   |   |   |   |   |   |   |   |   |   |--- households <= 41.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [58.80]
|   |   |   |   |   |   |   |   |   |   |--- households >  41.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |--- latitude >  33.90
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1242.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.34
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.34
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1242.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 963.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- population >  963.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |--- latitude >  34.21
|   |   |   |   |   |   |--- latitude <= 36.84
|   |   |   |   |   |   |   |--- total_bedrooms <= 58.50
|   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |--- total_bedrooms >  58.50
|   |   |   |   |   |   |   |   |--- latitude <= 34.86
|   |   |   |   |   |   |   |   |   |--- population <= 455.00
|   |   |   |   |   |   |   |   |   |   |--- value: [187.50]
|   |   |   |   |   |   |   |   |   |--- population >  455.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 7170.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  7170.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- latitude >  34.86
|   |   |   |   |   |   |   |   |   |--- population <= 549.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2.54
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2.54
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |--- population >  549.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 27.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  27.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15
|   |   |   |   |   |   |--- latitude >  36.84
|   |   |   |   |   |   |   |--- latitude <= 39.32
|   |   |   |   |   |   |   |   |--- median_income <= 2.42
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 800.50
|   |   |   |   |   |   |   |   |   |   |--- value: [268.80]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  800.50
|   |   |   |   |   |   |   |   |   |   |--- value: [217.50]
|   |   |   |   |   |   |   |   |--- median_income >  2.42
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 582.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 206.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- population >  206.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 19
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  582.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 1959.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- population >  1959.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15
|   |   |   |   |   |   |   |--- latitude >  39.32
|   |   |   |   |   |   |   |   |--- longitude <= -121.56
|   |   |   |   |   |   |   |   |   |--- longitude <= -122.49
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 435.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  435.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- longitude >  -122.49
|   |   |   |   |   |   |   |   |   |   |--- population <= 1573.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- population >  1573.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |--- longitude >  -121.56
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 587.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 25.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  25.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  587.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 918.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [94.70]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  918.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [122.10]
|   |   |   |   |--- median_income >  3.07
|   |   |   |   |   |--- housing_median_age <= 43.50
|   |   |   |   |   |   |--- longitude <= -120.82
|   |   |   |   |   |   |   |--- latitude <= 37.97
|   |   |   |   |   |   |   |   |--- longitude <= -121.49
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.01
|   |   |   |   |   |   |   |   |   |   |--- value: [305.00]
|   |   |   |   |   |   |   |   |   |--- latitude >  37.01
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.82
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.82
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- longitude >  -121.49
|   |   |   |   |   |   |   |   |   |--- households <= 89.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.24
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.24
|   |   |   |   |   |   |   |   |   |   |   |--- value: [208.30]
|   |   |   |   |   |   |   |   |   |--- households >  89.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.90
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.90
|   |   |   |   |   |   |   |   |   |   |   |--- value: [73.10]
|   |   |   |   |   |   |   |--- latitude >  37.97
|   |   |   |   |   |   |   |   |--- longitude <= -121.24
|   |   |   |   |   |   |   |   |   |--- latitude <= 38.67
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.06
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.06
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |--- latitude >  38.67
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 498.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  498.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |--- longitude >  -121.24
|   |   |   |   |   |   |   |   |   |--- longitude <= -120.94
|   |   |   |   |   |   |   |   |   |   |--- households <= 673.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- households >  673.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- longitude >  -120.94
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 19.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  19.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [96.60]
|   |   |   |   |   |   |--- longitude >  -120.82
|   |   |   |   |   |   |   |--- latitude <= 34.86
|   |   |   |   |   |   |   |   |--- longitude <= -117.77
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.68
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.02
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.02
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |--- latitude >  34.68
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 24.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [156.30]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  24.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |--- longitude >  -117.77
|   |   |   |   |   |   |   |   |   |--- longitude <= -116.28
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.84
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.84
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |   |--- longitude >  -116.28
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 13.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  13.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |--- latitude >  34.86
|   |   |   |   |   |   |   |   |--- latitude <= 37.38
|   |   |   |   |   |   |   |   |   |--- latitude <= 36.23
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 9.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  9.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |   |   |   |   |   |   |--- latitude >  36.23
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.54
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.54
|   |   |   |   |   |   |   |   |   |   |   |--- value: [148.00]
|   |   |   |   |   |   |   |   |--- latitude >  37.38
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 720.00
|   |   |   |   |   |   |   |   |   |   |--- households <= 123.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- households >  123.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  720.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 1458.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- population >  1458.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |--- housing_median_age >  43.50
|   |   |   |   |   |   |--- longitude <= -118.94
|   |   |   |   |   |   |   |--- longitude <= -121.44
|   |   |   |   |   |   |   |   |--- median_income <= 3.32
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1947.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.20
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.20
|   |   |   |   |   |   |   |   |   |   |   |--- value: [213.20]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1947.00
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 402.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [247.60]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  402.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [236.10]
|   |   |   |   |   |   |   |   |--- median_income >  3.32
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1920.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.81
|   |   |   |   |   |   |   |   |   |   |   |--- value: [137.50]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.81
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1920.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 2138.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [147.90]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  2138.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- longitude >  -121.44
|   |   |   |   |   |   |   |   |--- latitude <= 36.78
|   |   |   |   |   |   |   |   |   |--- population <= 717.00
|   |   |   |   |   |   |   |   |   |   |--- value: [72.20]
|   |   |   |   |   |   |   |   |   |--- population >  717.00
|   |   |   |   |   |   |   |   |   |   |--- value: [70.10]
|   |   |   |   |   |   |   |   |--- latitude >  36.78
|   |   |   |   |   |   |   |   |   |--- latitude <= 38.55
|   |   |   |   |   |   |   |   |   |   |--- households <= 196.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- households >  196.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- latitude >  38.55
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 3.15
|   |   |   |   |   |   |   |   |   |   |   |--- value: [137.80]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  3.15
|   |   |   |   |   |   |   |   |   |   |   |--- value: [155.00]
|   |   |   |   |   |   |--- longitude >  -118.94
|   |   |   |   |   |   |   |--- longitude <= -117.56
|   |   |   |   |   |   |   |   |--- housing_median_age <= 47.50
|   |   |   |   |   |   |   |   |   |--- population <= 1927.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -118.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -118.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- population >  1927.00
|   |   |   |   |   |   |   |   |   |   |--- value: [185.60]
|   |   |   |   |   |   |   |   |--- housing_median_age >  47.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 3.37
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 50.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  50.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [291.20]
|   |   |   |   |   |   |   |   |   |--- median_income >  3.37
|   |   |   |   |   |   |   |   |   |   |--- value: [239.90]
|   |   |   |   |   |   |   |--- longitude >  -117.56
|   |   |   |   |   |   |   |   |--- longitude <= -117.35
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 1953.50
|   |   |   |   |   |   |   |   |   |   |--- value: [117.90]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  1953.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 1209.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [129.30]
|   |   |   |   |   |   |   |   |   |   |--- population >  1209.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [123.80]
|   |   |   |   |   |   |   |   |--- longitude >  -117.35
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.31
|   |   |   |   |   |   |   |   |   |   |--- value: [84.00]
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.31
|   |   |   |   |   |   |   |   |   |   |--- value: [102.60]
|   |--- median_income >  3.55
|   |   |--- median_income <= 275.50
|   |   |   |--- median_income <= 6.34
|   |   |   |   |--- median_income <= 4.62
|   |   |   |   |   |--- median_income <= 4.07
|   |   |   |   |   |   |--- longitude <= -117.49
|   |   |   |   |   |   |   |--- latitude <= 34.39
|   |   |   |   |   |   |   |   |--- longitude <= -118.01
|   |   |   |   |   |   |   |   |   |--- median_income <= 3.55
|   |   |   |   |   |   |   |   |   |   |--- value: [476.70]
|   |   |   |   |   |   |   |   |   |--- median_income >  3.55
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 31.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  31.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- longitude >  -118.01
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 51.50
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  51.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 41.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  41.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- latitude >  34.39
|   |   |   |   |   |   |   |   |--- longitude <= -119.90
|   |   |   |   |   |   |   |   |   |--- latitude <= 39.28
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 108.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  108.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 22
|   |   |   |   |   |   |   |   |   |--- latitude >  39.28
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 14.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  14.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |--- longitude >  -119.90
|   |   |   |   |   |   |   |   |   |--- latitude <= 35.23
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 13.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  13.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- latitude >  35.23
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 36.85
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- latitude >  36.85
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |--- longitude >  -117.49
|   |   |   |   |   |   |   |--- longitude <= -116.34
|   |   |   |   |   |   |   |   |--- latitude <= 34.08
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 8545.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |--- total_rooms >  8545.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 15.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  15.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [235.60]
|   |   |   |   |   |   |   |   |--- latitude >  34.08
|   |   |   |   |   |   |   |   |   |--- median_income <= 4.01
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.70
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.70
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |--- median_income >  4.01
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 739.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  739.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [163.10]
|   |   |   |   |   |   |   |--- longitude >  -116.34
|   |   |   |   |   |   |   |   |--- population <= 255.50
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 330.00
|   |   |   |   |   |   |   |   |   |   |--- value: [32.50]
|   |   |   |   |   |   |   |   |   |--- total_rooms >  330.00
|   |   |   |   |   |   |   |   |   |   |--- value: [65.80]
|   |   |   |   |   |   |   |   |--- population >  255.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 3.62
|   |   |   |   |   |   |   |   |   |   |--- population <= 875.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [73.60]
|   |   |   |   |   |   |   |   |   |   |--- population >  875.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [71.10]
|   |   |   |   |   |   |   |   |   |--- median_income >  3.62
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 32.82
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  32.82
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |--- median_income >  4.07
|   |   |   |   |   |   |--- housing_median_age <= 41.50
|   |   |   |   |   |   |   |--- longitude <= -120.05
|   |   |   |   |   |   |   |   |--- longitude <= -120.07
|   |   |   |   |   |   |   |   |   |--- latitude <= 36.83
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 4.19
|   |   |   |   |   |   |   |   |   |   |   |--- value: [336.80]
|   |   |   |   |   |   |   |   |   |   |--- median_income >  4.19
|   |   |   |   |   |   |   |   |   |   |   |--- value: [363.30]
|   |   |   |   |   |   |   |   |   |--- latitude >  36.83
|   |   |   |   |   |   |   |   |   |   |--- households <= 58.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- households >  58.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 24
|   |   |   |   |   |   |   |   |--- longitude >  -120.07
|   |   |   |   |   |   |   |   |   |--- value: [437.50]
|   |   |   |   |   |   |   |--- longitude >  -120.05
|   |   |   |   |   |   |   |   |--- latitude <= 34.69
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.74
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.35
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.35
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.74
|   |   |   |   |   |   |   |   |   |   |--- population <= 215.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- population >  215.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 15
|   |   |   |   |   |   |   |   |--- latitude >  34.69
|   |   |   |   |   |   |   |   |   |--- latitude <= 36.93
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 36.32
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- latitude >  36.32
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |--- latitude >  36.93
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -119.30
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -119.30
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |--- housing_median_age >  41.50
|   |   |   |   |   |   |   |--- median_income <= 4.24
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 285.00
|   |   |   |   |   |   |   |   |   |--- value: [486.80]
|   |   |   |   |   |   |   |   |--- total_bedrooms >  285.00
|   |   |   |   |   |   |   |   |   |--- median_income <= 4.18
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.07
|   |   |   |   |   |   |   |   |   |   |   |--- value: [114.40]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.07
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- median_income >  4.18
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 48.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  48.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [320.30]
|   |   |   |   |   |   |   |--- median_income >  4.24
|   |   |   |   |   |   |   |   |--- population <= 96.50
|   |   |   |   |   |   |   |   |   |--- value: [375.00]
|   |   |   |   |   |   |   |   |--- population >  96.50
|   |   |   |   |   |   |   |   |   |--- households <= 548.50
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 124.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [68.30]
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  124.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- households >  548.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 1576.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [234.00]
|   |   |   |   |   |   |   |   |   |   |--- population >  1576.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [242.40]
|   |   |   |   |--- median_income >  4.62
|   |   |   |   |   |--- housing_median_age <= 32.50
|   |   |   |   |   |   |--- median_income <= 5.42
|   |   |   |   |   |   |   |--- longitude <= -122.26
|   |   |   |   |   |   |   |   |--- households <= 327.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 271.00
|   |   |   |   |   |   |   |   |   |   |--- value: [303.30]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  271.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 38.44
|   |   |   |   |   |   |   |   |   |   |   |--- value: [361.10]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  38.44
|   |   |   |   |   |   |   |   |   |   |   |--- value: [348.20]
|   |   |   |   |   |   |   |   |--- households >  327.50
|   |   |   |   |   |   |   |   |   |--- value: [146.50]
|   |   |   |   |   |   |   |--- longitude >  -122.26
|   |   |   |   |   |   |   |   |--- longitude <= -120.99
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.62
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.25
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.25
|   |   |   |   |   |   |   |   |   |   |   |--- value: [161.90]
|   |   |   |   |   |   |   |   |   |--- latitude >  37.62
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1741.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1741.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 16
|   |   |   |   |   |   |   |   |--- longitude >  -120.99
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.67
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 14
|   |   |   |   |   |   |   |   |   |--- latitude >  34.67
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 36.84
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |   |--- latitude >  36.84
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |--- median_income >  5.42
|   |   |   |   |   |   |   |--- housing_median_age <= 24.50
|   |   |   |   |   |   |   |   |--- longitude <= -120.62
|   |   |   |   |   |   |   |   |   |--- latitude <= 37.67
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 18.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  18.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |--- latitude >  37.67
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.19
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 12
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.19
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |--- longitude >  -120.62
|   |   |   |   |   |   |   |   |   |--- latitude <= 34.65
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 33.21
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  33.21
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |   |   |--- latitude >  34.65
|   |   |   |   |   |   |   |   |   |   |--- population <= 683.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- population >  683.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |--- housing_median_age >  24.50
|   |   |   |   |   |   |   |   |--- longitude <= -116.85
|   |   |   |   |   |   |   |   |   |--- population <= 789.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 38.30
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- latitude >  38.30
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- population >  789.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 3422.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  3422.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |--- longitude >  -116.85
|   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |--- housing_median_age >  32.50
|   |   |   |   |   |   |--- longitude <= -118.13
|   |   |   |   |   |   |   |--- housing_median_age <= 45.50
|   |   |   |   |   |   |   |   |--- households <= 42.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 37.50
|   |   |   |   |   |   |   |   |   |   |--- value: [67.50]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  37.50
|   |   |   |   |   |   |   |   |   |   |--- value: [105.40]
|   |   |   |   |   |   |   |   |--- households >  42.50
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 133.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 40.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  40.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [212.50]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  133.50
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 5.30
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- median_income >  5.30
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |--- housing_median_age >  45.50
|   |   |   |   |   |   |   |   |--- housing_median_age <= 47.50
|   |   |   |   |   |   |   |   |   |--- value: [315.60]
|   |   |   |   |   |   |   |   |--- housing_median_age >  47.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 5.44
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 50.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [236.80]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  50.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- median_income >  5.44
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 1512.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  1512.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [209.80]
|   |   |   |   |   |   |--- longitude >  -118.13
|   |   |   |   |   |   |   |--- latitude <= 34.09
|   |   |   |   |   |   |   |   |--- households <= 514.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 4.66
|   |   |   |   |   |   |   |   |   |   |--- value: [116.00]
|   |   |   |   |   |   |   |   |   |--- median_income >  4.66
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.53
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.53
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- households >  514.50
|   |   |   |   |   |   |   |   |   |--- value: [230.60]
|   |   |   |   |   |   |   |--- latitude >  34.09
|   |   |   |   |   |   |   |   |--- longitude <= -118.09
|   |   |   |   |   |   |   |   |   |--- total_rooms <= 3472.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 597.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- population >  597.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- total_rooms >  3472.50
|   |   |   |   |   |   |   |   |   |   |--- value: [376.00]
|   |   |   |   |   |   |   |   |--- longitude >  -118.09
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.01
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.10
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.01
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 396.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_bedrooms >  396.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |--- median_income >  6.34
|   |   |   |   |--- median_income <= 7.81
|   |   |   |   |   |--- housing_median_age <= 32.50
|   |   |   |   |   |   |--- population <= 780.50
|   |   |   |   |   |   |   |--- latitude <= 38.33
|   |   |   |   |   |   |   |   |--- longitude <= -118.35
|   |   |   |   |   |   |   |   |   |--- population <= 329.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.74
|   |   |   |   |   |   |   |   |   |   |   |--- value: [290.50]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.74
|   |   |   |   |   |   |   |   |   |   |   |--- value: [212.50]
|   |   |   |   |   |   |   |   |   |--- population >  329.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 6.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [223.90]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  6.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |--- longitude >  -118.35
|   |   |   |   |   |   |   |   |   |--- latitude <= 33.91
|   |   |   |   |   |   |   |   |   |   |--- population <= 333.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [193.80]
|   |   |   |   |   |   |   |   |   |   |--- population >  333.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [259.20]
|   |   |   |   |   |   |   |   |   |--- latitude >  33.91
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.56
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.56
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- latitude >  38.33
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 152.00
|   |   |   |   |   |   |   |   |   |--- latitude <= 38.49
|   |   |   |   |   |   |   |   |   |   |--- value: [315.20]
|   |   |   |   |   |   |   |   |   |--- latitude >  38.49
|   |   |   |   |   |   |   |   |   |   |--- value: [326.70]
|   |   |   |   |   |   |   |   |--- total_bedrooms >  152.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -121.23
|   |   |   |   |   |   |   |   |   |   |--- value: [267.20]
|   |   |   |   |   |   |   |   |   |--- longitude >  -121.23
|   |   |   |   |   |   |   |   |   |   |--- value: [241.10]
|   |   |   |   |   |   |--- population >  780.50
|   |   |   |   |   |   |   |--- median_income <= 7.43
|   |   |   |   |   |   |   |   |--- population <= 854.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 11.00
|   |   |   |   |   |   |   |   |   |   |--- value: [339.20]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  11.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.55
|   |   |   |   |   |   |   |   |   |   |   |--- value: [366.70]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.55
|   |   |   |   |   |   |   |   |   |   |   |--- value: [394.00]
|   |   |   |   |   |   |   |   |--- population >  854.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 7.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 1829.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- population >  1829.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  7.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.66
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.66
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |--- median_income >  7.43
|   |   |   |   |   |   |   |   |--- households <= 538.50
|   |   |   |   |   |   |   |   |   |--- population <= 1056.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 15.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [318.10]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  15.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [355.50]
|   |   |   |   |   |   |   |   |   |--- population >  1056.00
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 3372.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  3372.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [320.40]
|   |   |   |   |   |   |   |   |--- households >  538.50
|   |   |   |   |   |   |   |   |   |--- longitude <= -121.58
|   |   |   |   |   |   |   |   |   |   |--- value: [398.20]
|   |   |   |   |   |   |   |   |   |--- longitude >  -121.58
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -119.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [334.80]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -119.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |--- housing_median_age >  32.50
|   |   |   |   |   |   |--- longitude <= -118.11
|   |   |   |   |   |   |   |--- latitude <= 38.59
|   |   |   |   |   |   |   |   |--- median_income <= 6.77
|   |   |   |   |   |   |   |   |   |--- longitude <= -118.12
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 41.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [304.80]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  41.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [295.50]
|   |   |   |   |   |   |   |   |   |--- longitude >  -118.12
|   |   |   |   |   |   |   |   |   |   |--- value: [352.70]
|   |   |   |   |   |   |   |   |--- median_income >  6.77
|   |   |   |   |   |   |   |   |   |--- total_bedrooms <= 211.50
|   |   |   |   |   |   |   |   |   |   |--- value: [172.20]
|   |   |   |   |   |   |   |   |   |--- total_bedrooms >  211.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 38.57
|   |   |   |   |   |   |   |   |   |   |   |--- value: [228.70]
|   |   |   |   |   |   |   |   |   |   |--- latitude >  38.57
|   |   |   |   |   |   |   |   |   |   |   |--- value: [280.40]
|   |   |   |   |   |   |   |--- latitude >  38.59
|   |   |   |   |   |   |   |   |--- value: [446.40]
|   |   |   |   |   |   |--- longitude >  -118.11
|   |   |   |   |   |   |   |--- total_bedrooms <= 510.00
|   |   |   |   |   |   |   |   |--- housing_median_age <= 37.50
|   |   |   |   |   |   |   |   |   |--- population <= 1306.00
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |   |--- population >  1306.00
|   |   |   |   |   |   |   |   |   |   |--- value: [437.40]
|   |   |   |   |   |   |   |   |--- housing_median_age >  37.50
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 43.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 6.55
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- median_income >  6.55
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  43.00
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |--- total_bedrooms >  510.00
|   |   |   |   |   |   |   |   |--- value: [216.60]
|   |   |   |   |--- median_income >  7.81
|   |   |   |   |   |--- households <= 22.50
|   |   |   |   |   |   |--- population <= 40.00
|   |   |   |   |   |   |   |--- value: [350.00]
|   |   |   |   |   |   |--- population >  40.00
|   |   |   |   |   |   |   |--- total_bedrooms <= 13.50
|   |   |   |   |   |   |   |   |--- value: [137.50]
|   |   |   |   |   |   |   |--- total_bedrooms >  13.50
|   |   |   |   |   |   |   |   |--- value: [112.50]
|   |   |   |   |   |--- households >  22.50
|   |   |   |   |   |   |--- housing_median_age <= 29.50
|   |   |   |   |   |   |   |--- longitude <= -121.56
|   |   |   |   |   |   |   |   |--- median_income <= 9.87
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 13.50
|   |   |   |   |   |   |   |   |   |   |--- value: [329.40]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  13.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.88
|   |   |   |   |   |   |   |   |   |   |   |--- value: [427.70]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.88
|   |   |   |   |   |   |   |   |   |   |   |--- value: [418.80]
|   |   |   |   |   |   |   |   |--- median_income >  9.87
|   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |--- longitude >  -121.56
|   |   |   |   |   |   |   |   |--- latitude <= 34.92
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 18.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 2692.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- population >  2692.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  18.50
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -117.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -117.75
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |--- latitude >  34.92
|   |   |   |   |   |   |   |   |   |--- longitude <= -119.81
|   |   |   |   |   |   |   |   |   |   |--- households <= 279.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- households >  279.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- longitude >  -119.81
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 8.45
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- median_income >  8.45
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |--- housing_median_age >  29.50
|   |   |   |   |   |   |   |--- longitude <= -119.76
|   |   |   |   |   |   |   |   |--- longitude <= -121.62
|   |   |   |   |   |   |   |   |   |--- value: [400.00]
|   |   |   |   |   |   |   |   |--- longitude >  -121.62
|   |   |   |   |   |   |   |   |   |--- value: [338.70]
|   |   |   |   |   |   |   |--- longitude >  -119.76
|   |   |   |   |   |   |   |   |--- housing_median_age <= 49.00
|   |   |   |   |   |   |   |   |   |--- median_income <= 8.03
|   |   |   |   |   |   |   |   |   |   |--- value: [454.80]
|   |   |   |   |   |   |   |   |   |--- median_income >  8.03
|   |   |   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |   |   |--- housing_median_age >  49.00
|   |   |   |   |   |   |   |   |   |--- value: [444.10]
|   |   |--- median_income >  275.50
|   |   |   |--- median_income <= 4003.50
|   |   |   |   |--- population <= 41.00
|   |   |   |   |   |--- total_rooms <= 1259.50
|   |   |   |   |   |   |--- latitude <= 33.88
|   |   |   |   |   |   |   |--- latitude <= 33.74
|   |   |   |   |   |   |   |   |--- value: [275.00]
|   |   |   |   |   |   |   |--- latitude >  33.74
|   |   |   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |   |   |--- latitude >  33.88
|   |   |   |   |   |   |   |--- longitude <= -121.24
|   |   |   |   |   |   |   |   |--- population <= 20.50
|   |   |   |   |   |   |   |   |   |--- value: [15.00]
|   |   |   |   |   |   |   |   |--- population >  20.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 1455.50
|   |   |   |   |   |   |   |   |   |   |--- value: [87.50]
|   |   |   |   |   |   |   |   |   |--- median_income >  1455.50
|   |   |   |   |   |   |   |   |   |   |--- value: [67.50]
|   |   |   |   |   |   |   |--- longitude >  -121.24
|   |   |   |   |   |   |   |   |--- population <= 37.50
|   |   |   |   |   |   |   |   |   |--- longitude <= -116.90
|   |   |   |   |   |   |   |   |   |   |--- households <= 6.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [137.50]
|   |   |   |   |   |   |   |   |   |   |--- households >  6.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- longitude >  -116.90
|   |   |   |   |   |   |   |   |   |   |--- value: [42.50]
|   |   |   |   |   |   |   |   |--- population >  37.50
|   |   |   |   |   |   |   |   |   |--- value: [37.50]
|   |   |   |   |   |--- total_rooms >  1259.50
|   |   |   |   |   |   |--- value: [500.00]
|   |   |   |   |--- population >  41.00
|   |   |   |   |   |--- median_income <= 2349.00
|   |   |   |   |   |   |--- housing_median_age <= 9.00
|   |   |   |   |   |   |   |--- latitude <= 35.98
|   |   |   |   |   |   |   |   |--- value: [416.70]
|   |   |   |   |   |   |   |--- latitude >  35.98
|   |   |   |   |   |   |   |   |--- median_income <= 1900.00
|   |   |   |   |   |   |   |   |   |--- value: [112.50]
|   |   |   |   |   |   |   |   |--- median_income >  1900.00
|   |   |   |   |   |   |   |   |   |--- value: [179.20]
|   |   |   |   |   |   |--- housing_median_age >  9.00
|   |   |   |   |   |   |   |--- total_bedrooms <= 1731.50
|   |   |   |   |   |   |   |   |--- households <= 231.00
|   |   |   |   |   |   |   |   |   |--- population <= 1718.50
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 16.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  16.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |--- population >  1718.50
|   |   |   |   |   |   |   |   |   |   |--- value: [212.50]
|   |   |   |   |   |   |   |   |--- households >  231.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 17.50
|   |   |   |   |   |   |   |   |   |   |--- population <= 1431.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- population >  1431.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  17.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.62
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.62
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 9
|   |   |   |   |   |   |   |--- total_bedrooms >  1731.50
|   |   |   |   |   |   |   |   |--- total_rooms <= 10571.00
|   |   |   |   |   |   |   |   |   |--- value: [219.40]
|   |   |   |   |   |   |   |   |--- total_rooms >  10571.00
|   |   |   |   |   |   |   |   |   |--- value: [153.50]
|   |   |   |   |   |--- median_income >  2349.00
|   |   |   |   |   |   |--- total_bedrooms <= 2756.50
|   |   |   |   |   |   |   |--- longitude <= -120.22
|   |   |   |   |   |   |   |   |--- latitude <= 36.93
|   |   |   |   |   |   |   |   |   |--- households <= 411.50
|   |   |   |   |   |   |   |   |   |   |--- value: [210.00]
|   |   |   |   |   |   |   |   |   |--- households >  411.50
|   |   |   |   |   |   |   |   |   |   |--- value: [207.90]
|   |   |   |   |   |   |   |   |--- latitude >  36.93
|   |   |   |   |   |   |   |   |   |--- longitude <= -121.45
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.98
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.98
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 13
|   |   |   |   |   |   |   |   |   |--- longitude >  -121.45
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 2669.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |   |   |--- median_income >  2669.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 11
|   |   |   |   |   |   |   |--- longitude >  -120.22
|   |   |   |   |   |   |   |   |--- latitude <= 34.77
|   |   |   |   |   |   |   |   |   |--- longitude <= -117.76
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.14
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.14
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |--- longitude >  -117.76
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 15.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 6
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  15.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |--- latitude >  34.77
|   |   |   |   |   |   |   |   |   |--- latitude <= 39.13
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.11
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 10
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.11
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |   |   |   |   |   |--- latitude >  39.13
|   |   |   |   |   |   |   |   |   |   |--- value: [196.90]
|   |   |   |   |   |   |--- total_bedrooms >  2756.50
|   |   |   |   |   |   |   |--- value: [227.30]
|   |   |   |--- median_income >  4003.50
|   |   |   |   |--- median_income <= 5340.50
|   |   |   |   |   |--- longitude <= -122.38
|   |   |   |   |   |   |--- value: [336.70]
|   |   |   |   |   |--- longitude >  -122.38
|   |   |   |   |   |   |--- latitude <= 34.21
|   |   |   |   |   |   |   |--- longitude <= -117.65
|   |   |   |   |   |   |   |   |--- longitude <= -118.03
|   |   |   |   |   |   |   |   |   |--- population <= 1314.00
|   |   |   |   |   |   |   |   |   |   |--- value: [276.20]
|   |   |   |   |   |   |   |   |   |--- population >  1314.00
|   |   |   |   |   |   |   |   |   |   |--- value: [330.00]
|   |   |   |   |   |   |   |   |--- longitude >  -118.03
|   |   |   |   |   |   |   |   |   |--- households <= 350.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.11
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.11
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- households >  350.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 34.11
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  34.11
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |--- longitude >  -117.65
|   |   |   |   |   |   |   |   |--- housing_median_age <= 17.00
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 7.00
|   |   |   |   |   |   |   |   |   |   |--- households <= 718.50
|   |   |   |   |   |   |   |   |   |   |   |--- value: [96.30]
|   |   |   |   |   |   |   |   |   |   |--- households >  718.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  7.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 10.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [392.10]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  10.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |--- housing_median_age >  17.00
|   |   |   |   |   |   |   |   |   |--- longitude <= -116.39
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 4935.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- median_income >  4935.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |--- longitude >  -116.39
|   |   |   |   |   |   |   |   |   |   |--- households <= 290.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [90.80]
|   |   |   |   |   |   |   |   |   |   |--- households >  290.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [99.60]
|   |   |   |   |   |   |--- latitude >  34.21
|   |   |   |   |   |   |   |--- median_income <= 4759.50
|   |   |   |   |   |   |   |   |--- housing_median_age <= 22.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 4037.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.41
|   |   |   |   |   |   |   |   |   |   |   |--- value: [180.40]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.41
|   |   |   |   |   |   |   |   |   |   |   |--- value: [293.80]
|   |   |   |   |   |   |   |   |   |--- median_income >  4037.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -120.62
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -120.62
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 8
|   |   |   |   |   |   |   |   |--- housing_median_age >  22.50
|   |   |   |   |   |   |   |   |   |--- median_income <= 4453.00
|   |   |   |   |   |   |   |   |   |   |--- population <= 1108.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- population >  1108.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- median_income >  4453.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -122.12
|   |   |   |   |   |   |   |   |   |   |   |--- value: [116.80]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -122.12
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |--- median_income >  4759.50
|   |   |   |   |   |   |   |   |--- latitude <= 38.30
|   |   |   |   |   |   |   |   |   |--- median_income <= 5190.00
|   |   |   |   |   |   |   |   |   |   |--- households <= 1053.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 5
|   |   |   |   |   |   |   |   |   |   |--- households >  1053.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |--- median_income >  5190.00
|   |   |   |   |   |   |   |   |   |   |--- longitude <= -121.27
|   |   |   |   |   |   |   |   |   |   |   |--- value: [155.10]
|   |   |   |   |   |   |   |   |   |   |--- longitude >  -121.27
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- latitude >  38.30
|   |   |   |   |   |   |   |   |   |--- longitude <= -121.98
|   |   |   |   |   |   |   |   |   |   |--- value: [298.40]
|   |   |   |   |   |   |   |   |   |--- longitude >  -121.98
|   |   |   |   |   |   |   |   |   |   |--- total_rooms <= 599.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [250.00]
|   |   |   |   |   |   |   |   |   |   |--- total_rooms >  599.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 7
|   |   |   |   |--- median_income >  5340.50
|   |   |   |   |   |--- housing_median_age <= 34.50
|   |   |   |   |   |   |--- housing_median_age <= 3.50
|   |   |   |   |   |   |   |--- value: [343.10]
|   |   |   |   |   |   |--- housing_median_age >  3.50
|   |   |   |   |   |   |   |--- longitude <= -121.02
|   |   |   |   |   |   |   |   |--- latitude <= 37.94
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 19.50
|   |   |   |   |   |   |   |   |   |   |--- value: [286.90]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  19.50
|   |   |   |   |   |   |   |   |   |   |--- value: [337.20]
|   |   |   |   |   |   |   |   |--- latitude >  37.94
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 15.00
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 38.72
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 4
|   |   |   |   |   |   |   |   |   |   |--- latitude >  38.72
|   |   |   |   |   |   |   |   |   |   |   |--- value: [267.40]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  15.00
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age <= 18.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [175.70]
|   |   |   |   |   |   |   |   |   |   |--- housing_median_age >  18.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [225.00]
|   |   |   |   |   |   |   |--- longitude >  -121.02
|   |   |   |   |   |   |   |   |--- latitude <= 34.15
|   |   |   |   |   |   |   |   |   |--- housing_median_age <= 15.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 7362.00
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- median_income >  7362.00
|   |   |   |   |   |   |   |   |   |   |   |--- value: [223.90]
|   |   |   |   |   |   |   |   |   |--- housing_median_age >  15.00
|   |   |   |   |   |   |   |   |   |   |--- median_income <= 5779.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |   |   |--- median_income >  5779.50
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 2
|   |   |   |   |   |   |   |   |--- latitude >  34.15
|   |   |   |   |   |   |   |   |   |--- population <= 3181.50
|   |   |   |   |   |   |   |   |   |   |--- latitude <= 37.73
|   |   |   |   |   |   |   |   |   |   |   |--- truncated branch of depth 3
|   |   |   |   |   |   |   |   |   |   |--- latitude >  37.73
|   |   |   |   |   |   |   |   |   |   |   |--- value: [186.60]
|   |   |   |   |   |   |   |   |   |--- population >  3181.50
|   |   |   |   |   |   |   |   |   |   |--- value: [132.20]
|   |   |   |   |   |--- housing_median_age >  34.50
|   |   |   |   |   |   |--- median_income <= 7582.50
|   |   |   |   |   |   |   |--- median_income <= 6360.50
|   |   |   |   |   |   |   |   |--- total_bedrooms <= 311.00
|   |   |   |   |   |   |   |   |   |--- value: [318.50]
|   |   |   |   |   |   |   |   |--- total_bedrooms >  311.00
|   |   |   |   |   |   |   |   |   |--- value: [300.90]
|   |   |   |   |   |   |   |--- median_income >  6360.50
|   |   |   |   |   |   |   |   |--- value: [359.40]
|   |   |   |   |   |   |--- median_income >  7582.50
|   |   |   |   |   |   |   |--- longitude <= -119.81
|   |   |   |   |   |   |   |   |--- value: [405.80]
|   |   |   |   |   |   |   |--- longitude >  -119.81
|   |   |   |   |   |   |   |   |--- value: [483.30]

 

Código
print('R2 entrenamiento:', regtree.score(X_train,y_train), '\nR2 test:', regtree.score(X_test,y_test))
R2 entrenamiento: 1.0 
R2 test: 0.6270352348345348

Poda del árbol

 

  • Los árboles grandes tienden a sobreajustar los datos: captan tanto la variabilidad de la respuesta debida a los regresores como el ruido (variabilidad no predecible).
  • Consecuencia: falta de generalización (mal rendimiento para datos nuevos, p.e. conjunto de prueba).
  • La poda del árbol (tree pruning) aborda el sobreajuste recortando el árbol para eliminar nodos que aportan poco poder predictivo
  • EL objetivo es obtener un subárbol que minimiza el error de prueba estimado mediante métodos de remuestreo (puede ser costoso computacionalmente) o partición de muestra.
  • Dos enfoques comunes:
    • Pre-poda (pre-prunning): técnicas que limitan la complejidad por adelantado. Ejemplos incluyen fijar la profundidad máxima, el número mínimo de muestras para dividir un nodo, o el número mínimo de muestras requeridas para estar en una hoja (o nodo terminal).
    • Post-poda (post-pruning): se genera un árbol sin restricciones y se reduce la complejidad posteriormente.

Ejemplo: pre-prunning

 

 

Código
regtree = DecisionTreeRegressor()
regtree.get_params()
{'ccp_alpha': 0.0, 'criterion': 'squared_error', 'max_depth': None, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'monotonic_cst': None, 'random_state': None, 'splitter': 'best'}

 

Aplicación en sklearn

  • En este ejemplo elegimos el número mínimo de observaciones que debe contener un nodo terminal (u hoja): min_samples_leaf.
  • Podemos inspeccionar todos los hiperparámetros de un estimador usando el método .get_params().
Código
regtree = DecisionTreeRegressor(random_state=42, min_samples_leaf=100)
regtree.fit(X_train,y_train);
print(f"  R² entrenamiento: {regtree.score(X_train, y_train):.4f}",";" ,f"  R² test: {regtree.score(X_test, y_test):.4f}")
  R² entrenamiento: 0.7083 ;   R² test: 0.6703

 

Aplicación en sklearn

  • Elección empírica del valor del hiperparámetro: ¿qué valor de min_samples_leaf minimiza el error de predicción fuera de muestra?
  • Para ello definir un rango (o malla si más de un parámetro) de valores y evaluar por CV
  • Utilización del método GridSearchCV para búsqueda exhaustiva de valor óptimo de hiperparámetros. Una vez se ha ajustado correctamente se genera un attributo .cv_results_ con información relevante sobre el proceso de ajuste por validación cruzada.
  • Alternativas menos costosas (en términos computacionales): aleatorización de la búsqueda (RandomizedSearchCV) o búsqueda adaptativa (HalvingGridSearchCV, experimental).
Código
from sklearn.model_selection import GridSearchCV
from sklearn.metrics import r2_score

# Modelo base con min_samples_leaf=100
# Búsqueda de hiperparámetro óptimo con validación cruzada
param_grid = {'min_samples_leaf': [5,10,50,100, 200]}
grid_search = GridSearchCV(
    estimator=DecisionTreeRegressor(random_state=42),
    param_grid=param_grid,
    cv=5,
    scoring='r2'
)
grid_search.fit(X_train, y_train);

# Mejor modelo
best_model = grid_search.best_estimator_
print("Modelo optimizado CV:",f"  min_samples_leaf: {grid_search.best_params_['min_samples_leaf']}",
f"  R² entrenamiento: {best_model.score(X_train, y_train):.4f}",
f"  R² test: {best_model.score(X_test, y_test):.4f}")
Modelo optimizado CV:   min_samples_leaf: 10   R² entrenamiento: 0.8576   R² test: 0.7331

Poda basada en el coste de la complejidad

 

Un enfoque habitual de post-poda es la poda por complejidad de coste: permitir que el árbol crezca y luego recortar ramas que no aporten una reducción significativa del SSR global del modelo

  • Se considera un árbol sin restricciones \(T_0\).
  • Se seleccionan subárboles de \(T_0\) aplicando un parámetro de ajuste no negativo introducido en la función de pérdida: \[\sum_{m=1}^{|T|} \sum_{i:x_i\in R_m}(y_i-\hat{y}_{R_m})^2+\alpha |T|\]
  • El parámetro de ajuste \(\alpha\) penaliza el número de nodos terminales del árbol \(|T|\).
    • Para \(\alpha=0\), el subárbol resultante es \(T_0\);
    • Valores crecientes de \(\alpha\) llevan a la minimización de la función de pérdida para subárboles cada vez más pequeños.
    • Existe un valor suficientemente grande que reducer el árbol a una sola hoja (nodo raíz).
  • La evaluación del modelo para la elección de \(\alpha\) (y del subárbol asociado) se realiza por CV o usando un conjunto de prueba (pero para árboles grandes CV puede ser costoso sobre todo el rango de valores de \(\alpha\)).

Senda de valores de \(\alpha\)

 

Procedimiento

  • Partiendo de \(T_0\), para cada nodo interno (subárbol candidato \(T_t\)), calcular \(\alpha_t\): \[ \alpha_t = \frac{R(t) - R(T_t)}{|T_t| - 1}. \]
  • \(R(T_t)\) es el error del subárbol completo con raíz en \(t\), \(R(t)\) es el error si convertimos ese subárbol en una sola hoja y \(|T_t|-1\) el número de hojas que eliminamos.
  • \(\alpha_t\) representa el coste que incurrimos (en término de error adicional \(R(t) - R(T_t)\)>0) al reducir el número de hojas (podar) en \(|T_t|-1\).
  • Tras explorar todos lo posibles subárboles de \(T_0\) tenemos una lista de valores \(\alpha\). Seleccionamos el mínimo \(\alpha_t\) al que denominamos \(\alpha_1\)
  • \(\alpha_1\) se puede interpretar como el subárbol que aporta menos a la reducción del error de predicción (por hoja).
  • A continuación eliminamos (podamos) todos los subárboles de \(T_0\) con \(\alpha_t=\alpha_1\) (lo reemplazas por una hoja). Esto devuelve un árbol más pequeño \(T_1\): si no se trata del árbol trivial volvemos al inicio de la iteración.

Este proceso devuelve una secuencia creciente de valores \[ 0 = \alpha_0 < \alpha_1 < \alpha_2 < \cdots < \alpha_K \] y una secuencia anidada de árboles: \[ T_0 \supset T_1 \supset T_2 \supset \cdots \supset T_K, \]

Con cada \(\alpha_k\) es el punto a partir del cual el subárbol \(T_{k-1}\) deja de ser óptimo.

La senda de valores de \(\alpha_t\) se usa para obtener (por CV) el árbol cuya capacidad predictiva (datos no vistos) es óptima

Ejemplo: poda basada en el coste de la complejidad

 

Código
# Entrenar árbol sin poda
regtree_base = DecisionTreeRegressor(random_state=42);

# Obtener el camino de poda
# path es una secuencia ordenada de valores de ccp_alpha, desde 0 (sin poda) hasta un valor 
# suficientemente grande como para reducir el árbol a una sola hoja (nodo raíz). 
# Para cada valor de alpha del listado se obtiene un subárbol del árbol base 
path = regtree_base.cost_complexity_pruning_path(X_train, y_train);

# Retenemos solo los valores de cpp
ccp_alphas = path.ccp_alphas # valores crecientes de alpha que van eliminando nodos más débiles  

#Elegimos 10 valores (por índice en la lista) en los más de 14000 valores de ccp_alphas
param_grid = {'ccp_alpha': ccp_alphas[[1,1000,5000,10000,11000,12000,13000,14000,14500,14550]]}

grid_search = GridSearchCV(
    estimator=DecisionTreeRegressor(random_state=42),
    param_grid=param_grid,
    cv=5,
    scoring='r2'
)

grid_search.fit(X_train, y_train);

df_resultados = pd.DataFrame(grid_search.cv_results_)

print("\nMejor modelo con poda:", f"  ccp_alpha óptimo: {grid_search.best_params_['ccp_alpha']:.5f}",
f"  R² train: {grid_search.best_estimator_.score(X_train,y_train):.4f}",
f"  R² test: {grid_search.best_score_:.4f}")

Mejor modelo con poda:   ccp_alpha óptimo: 7.24161   R² train: 0.7488   R² test: 0.6950
Código
df_resultados = pd.DataFrame(grid_search.cv_results_)

import matplotlib.pyplot as plt

plt.figure(figsize=(10, 6))
plt.scatter(df_resultados['param_ccp_alpha'], df_resultados['mean_test_score'], 
            label='R² test', marker='s')
plt.plot(df_resultados['param_ccp_alpha'], df_resultados['mean_test_score'])
plt.xlabel('ccp_alpha')
plt.ylabel('R²')
plt.title('Rendimiento del árbol vs ccp_alpha (post-poda)')
plt.legend()
plt.grid(True)
plt.tight_layout()
plt.show()

Árboles de clasificación

Ejemplo

Código
from sklearn.tree import DecisionTreeClassifier
url = "https://juandmontoro.github.io/bigDataEco/data/retention_futility.csv"
data = pd.read_csv(url)
X = data.drop(columns=['id','churn'])
y = data['churn']
X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,random_state=42)
cltree = DecisionTreeClassifier(max_depth=2)
cltree.fit(X_train,y_train);
plot_tree(cltree,feature_names=X_train.columns,filled=True,fontsize=9);

Código
tree_rules = export_text(cltree,feature_names=X.columns.tolist())
print(tree_rules)
|--- v5 <= 0.04
|   |--- v19 <= 0.50
|   |   |--- class: 1
|   |--- v19 >  0.50
|   |   |--- class: 0
|--- v5 >  0.04
|   |--- v9 <= -0.03
|   |   |--- class: 0
|   |--- v9 >  -0.03
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Árboles de clasificación

 

  • Se utiliza para predecir respuestas categóricas (binarias o multiclase).
  • Divide el espacio de características en regiones y las predicciones se basan en la clase más frecuente en cada nodo terminal (si bien las proporciones entre clases en cada nodo terminal dan una medida de la incertidumbre y, por tanto, de la probabilidad).
  • Se utiliza división binaria recursiva para hacer crecer el árbol y se evalúa cada potencial división utilizando la impureza de los nodos resultantes tras la división.
  • Criterios de división: minimizar la impureza de los nodos resultantes. Para un problema de clasificación con \(K\) clases, sea \(p_{mk}\) la proporción de observaciones \(k\) en el nodo \(m\)
    • Índice de Gini: \[G=\sum_{k} \hat{p}_{mk}(1-\hat{p}_{mk})\]
    • Entropía \[D=-\sum_{k}\hat{p}_{mk}\log(\hat{p}_{mk})\]

 

En cualquier nodo se calcula un criterio ponderado, por ejemplo:
\[G_{split}=\frac{N_{izq}}{N}G_{izq}+\frac{N_{right}}{N}G_{right}\]

Conclusión

Comparativa: árboles vs. modelos lineales

 

Regresión lineal asume una relación lineal que se mantiene en todo el espacio de características, es decir, produce un modelo global para la respuesta:
\[f(X) = \beta_0 + \sum_{j=1}^p X_j \beta_j\]

Árboles de regresión asumen un espacio de características particionado que captura relaciones locales entre los predictores y el resultado. Devuelve una función escalonada o por tramos:
\[f(X) = \sum_{m=1}^M c_m \cdot 1(X \in R_m)\]

  • Selección de modelo
    • Depende del problema: los modelos lineales funcionan bien para relaciones lineales, mientras que los árboles manejan mejor relaciones no lineales complejas.
    • Interpretabilidad: la explicabilidad del modelo y su visualización pueden influir en la elección.
    • Precisión predictiva: evaluar el rendimiento utilizando el error de prueba (validación cruzada o enfoque de conjunto de validación).

Ventajas/desventajas

 

(+) Simplicidad e interpretabilidad

(+) Emulan el proceso de toma de decisiones humano (frente a otros enfoques de regresión y clasificación).

(+) Representación gráfica del modelo.

(+) No exigen pre-procesamiento.

(+) Captura automática de relaciones complejas.

(-) Poco robustos: pequeños cambios en los datos cambian el modelo estimado.

(-) Tendencia al sobreajuste (en ausencia de regularización).